Dave Bechberger - Amazon Web Services (AWS)

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data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Dave Bechberger">  </div> <div class="top-card-layout__entity-info-container flex flex-wrap papabear:flex-nowrap"> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full babybear:flex-none babybear:w-full"> <button class="cursor-pointer hover:bg-color-background-none-tint-hover" data-modal="public_profile_top-card_title-modal-id" data-tracking-control-name="public_profile_top-card_title-modal-outlet-button"> <h1 class="top-card-layout__title font-sans text-lg papabear:text-xl font-bold leading-open text-color-text mb-0"> Dave Bechberger </h1> </button>  <div class="contextual-sign-in-modal top-card-layout__title-modal" data-impression-id="public_profile_top-card_title-modal_contextual-sign-in-modal">  <div class>  <div id="public_profile_top-card_title-modal-id" class="modal modal--contextual-sign-in" data-outlet="public_profile_top-card_title-modal-id">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_top-card_title-modal-id-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative rounded-[50%] w-16 h-16 bg-color-entity-ghost-background contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="public_profile_top-card_title-modal-id-modal-header"> Sign in to view Dave’s full profile </h2>  <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full">  <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button">  <div class="google-auth-button__placeholder mx-auto " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div> <div class="sign-in-modal" data-impression-id="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary btn-secondary" data-tracking-client-ingraph data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="public_profile_top-card_title-modal-id_sign-in-modal">  Sign in </button> <div class>  <div id="public_profile_top-card_title-modal-id_sign-in-modal" class="modal modal--sign-in" data-outlet="public_profile_top-card_title-modal-id_sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_top-card_title-modal-id_sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_top-card_title-modal-id_sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="public_profile_top-card_title-modal-id_sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="public_profile_top-card_title-modal-id_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_top-card_title-modal-id_sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="public_profile_top-card_title-modal-id_sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="public_profile_top-card_title-modal-id_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger/overlay/about-this-profile/" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_top-card_title-modal_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div>  </section> </div> </div> </div> </div>  <h3 class="top-card-layout__first-subline font-sans text-md leading-open text-color-text-low-emphasis"> <div class="profile-info-subheader"> <span>Anchorage, Alaska, United States</span> <span class="before:middot"></span> <button class="link cursor-pointer text-md focus:outline focus:outline-2 focus:outline-color-action" data-tracking-client-ingraph data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal-trigger" data-modal="public_profile_profile-info-subheader__contact-info_modal" data-no-cool-off="true" tabindex="0"> Contact Info </button> <div class="contextual-sign-in-modal contact-info-modal" data-impression-id="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal">  <div class>  <div id="public_profile_profile-info-subheader__contact-info_modal" class="modal modal--contextual-sign-in" data-outlet="public_profile_profile-info-subheader__contact-info_modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_profile-info-subheader__contact-info_modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative rounded-[50%] w-16 h-16 bg-color-entity-ghost-background contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="public_profile_profile-info-subheader__contact-info_modal-modal-header"> Sign in to view Dave’s full profile </h2>  <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full">  <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button">  <div class="google-auth-button__placeholder mx-auto " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div> <div class="sign-in-modal" data-impression-id="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary btn-secondary" data-tracking-client-ingraph data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="public_profile_profile-info-subheader_sign-in-modal">  Sign in </button> <div class>  <div id="public_profile_profile-info-subheader_sign-in-modal" class="modal modal--sign-in" data-outlet="public_profile_profile-info-subheader_sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_profile-info-subheader_sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_profile-info-subheader_sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="public_profile_profile-info-subheader_sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="public_profile_profile-info-subheader_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_profile-info-subheader_sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="public_profile_profile-info-subheader_sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="public_profile_profile-info-subheader_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger/overlay/contact-info/" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div>  </section> </div> </div> </div> </div> <div class="not-first-middot"> <span> 2K followers </span> <span> 500+ connections </span> </div> </div> </h3> <h4 class="top-card-layout__second-subline font-sans text-sm leading-open text-color-text-low-emphasis mt-0.5">  <div class="mutual-connections mt-1"> <div class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5vnaamtwzolc4fzm3bnyri2ps" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/dllr01kyryecqdysdilses9oh" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ed3f1qhk2nzarhqpe785yhr1j" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <button aria-label="See your mutual connections with Dave" class="font-semibold text-color-link cursor-pointer" data-tracking-client-ingraph data-tracking-control-name="public_profile_mutual-connections_modal-trigger" data-modal="public_profile_mutual-connections_contextual-sign-in-modal" data-no-cool-off="true">See your mutual connections</button> </div> <div class="contextual-sign-in-modal mutual-connections-modal" data-impression-id="public_profile_mutual-connections_contextual-sign-in-modal">  <div class>  <div id="public_profile_mutual-connections_contextual-sign-in-modal" class="modal modal--contextual-sign-in" data-outlet="public_profile_mutual-connections_contextual-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_mutual-connections_contextual-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative rounded-[50%] w-16 h-16 bg-color-entity-ghost-background contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="public_profile_mutual-connections_contextual-sign-in-modal-modal-header"> View mutual connections with Dave </h2>  <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full">  <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button">  <div class="google-auth-button__placeholder mx-auto " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div> <div class="sign-in-modal" data-impression-id="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary btn-secondary" data-tracking-client-ingraph data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="public_profile_mutual-connections_sign-in-modal">  Sign in </button> <div class>  <div id="public_profile_mutual-connections_sign-in-modal" class="modal modal--sign-in" data-outlet="public_profile_mutual-connections_sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_mutual-connections_sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_mutual-connections_sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="public_profile_mutual-connections_sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="public_profile_mutual-connections_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_mutual-connections_sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="public_profile_mutual-connections_sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="public_profile_mutual-connections_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_mutual-connections_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div>  </section> </div> </div> </div> </div> </div> </h4> <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]"> <a class="top-card-layout__cta mt-2 ml-1.5 h-auto babybear:flex-auto top-card-layout__cta--primary btn-md btn-primary" href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_top-card-primary-button-join-to-view-profile" data-tracking-client-ingraph data-tracking-control-name="public_profile_top-card-primary-button-join-to-view-profile" data-tracking-will-navigate> Join to view profile </a> <div class="contextual-sign-in-modal top-card-layout__secondary-cta-modal flex babybear:flex-auto" data-impression-id="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal"> <button class="contextual-sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary top-card-layout__cta mt-2 ml-1.5 h-auto babybear:flex-auto top-card-layout__cta--secondary btn-md btn-secondary-emphasis" data-tracking-client-ingraph data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_outlet-button" data-modal="public_profile_top-card_secondary-cta-modal-id"> <icon class="w-2 h-2 align-middle mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/3ljz3g2ipmq0j47d44m25e1ug"></icon> Message </button> <div class>  <div id="public_profile_top-card_secondary-cta-modal-id" class="modal modal--contextual-sign-in" data-outlet="public_profile_top-card_secondary-cta-modal-id">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_top-card_secondary-cta-modal-id-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative rounded-[50%] w-16 h-16 bg-color-entity-ghost-background contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="public_profile_top-card_secondary-cta-modal-id-modal-header"> Sign in to view Dave’s full profile </h2>  <div 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id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_key" name="session_key" required 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data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" 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<div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div>  </section> </div> </div> </div> </div> </div> </div> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full top-card-layout__entity-info--right-column ml-details-container-padding max-w-[288px] babybear:my-2 babybear:ml-0"> <div class="top-card__links-container"> <div data-section="currentPositionsDetails"> <a href="https://www.linkedin.com/company/amazon-web-services?trk=public_profile_topcard-current-company" target="_self" data-tracking-control-name="public_profile_topcard-current-company" data-tracking-will-navigate class="flex text-md mb-1.5 font-sans font-bold leading-open items-center link" data-test-id="top-card-link"> <img class="inline-block relative w-4 h-4 mr-1 shrink-0 border-4 border-color-transparent border-solid rounded-[6px] bg-clip-content" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQE0fp2sCqnVLg/company-logo_100_100/company-logo_100_100/0/1738855736997/amazon_web_services_logo?e=2147483647&v=beta&t=OZG6TFGHaiu0-IazkwLYMxAfZ4u_LGMAYSSlnyQp8bY" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> <span class="top-card-link__description line-clamp-2"> Amazon Web Services (AWS)  </span> </a> </div> <div data-section="educationsDetails"> <a href="https://www.linkedin.com/school/rensselaer-polytechnic-institute/?trk=public_profile_topcard-school" target="_self" data-tracking-control-name="public_profile_topcard-school" data-tracking-will-navigate class="flex text-md mb-1.5 font-sans font-bold leading-open items-center link" data-test-id="top-card-link"> <img class="inline-block relative w-4 h-4 mr-1 shrink-0 border-4 border-color-transparent border-solid rounded-[6px] bg-clip-content" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQE84VPcpyTLQQ/company-logo_100_100/company-logo_100_100/0/1710945282139/rensselaer_polytechnic_institute_logo?e=2147483647&v=beta&t=ebzX3ldWksdjpnCBfdKOtI4xIu32kfOdttkHSzlNEgg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/6qpnald1ddva78jx4bnnl3vw" alt> <span class="top-card-link__description line-clamp-2"> Rensselaer Polytechnic Institute  </span> </a> </div> <div data-section="websites"> <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Emanning%2Ecom%2Fbooks%2Fgraph-databases-in-action%3Fa_aid%3Dbechberger&urlhash=o-rL&trk=public_profile_topcard-website" target="_self" data-tracking-control-name="public_profile-website" data-tracking-will-navigate class="flex text-md mb-1.5 font-sans font-bold leading-open items-center link" data-test-id="top-card-link" data-tracking-client-ingraph> <img alt class="mr-1 shrink-0 bg-transparent" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9o8qqup6da04vhqijz8ft1j5g"> <span class="top-card-link__description line-clamp-2"> Other <img alt class="h-2 w-2 ml-0.5 align-baseline" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8w0vew433o9nluoruq9k5eqy"> </span> </a> </div> </div> </div> </div> <div class="ellipsis-menu absolute right-0 top-0 top-card-layout__ellipsis-menu mr-1 papabear:mt-0.5 papabear:mr-2"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_profile_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex" role="presentation"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fdavebechberger&trk=public_profile_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=PROFILE&_f=guest-reporting" data-tracking-control-name="public_profile_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="PROFILE" data-semaphore-content-urn="urn:li:member:26171377" data-semaphore-tracking-prefix="public_profile_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]" role="menuitem">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this profile </a>  </li>  </ul>  </div> </div>  </div> </section>   <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 pp-section summary" data-section="summary">  <h2 class="core-section-container__title section-title"> About </h2>  <div class="core-section-container__content break-words"> <div> Dave is known for his expertise in distributed data architecture being a thought leader… <div class="sign-in-modal summary__sign-in-modal inline -ml-2" data-impression-id="public_profile_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary !btn-sm !pl-2 !btn-tertiary !text-color-text-low-emphasis !font-normal !visited:text-color-text-low-emphasis" data-tracking-client-ingraph data-tracking-control-name="public_profile_sign-in-modal_outlet-button" data-modal="summary-sign-in-modal">  <span class="inline-block align-middle"> see more </span> </button> <div class>  <div id="summary-sign-in-modal" class="modal modal--sign-in" data-outlet="summary-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="summary-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="summary-sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="summary-sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="summary-sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="summary-sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="summary-sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="summary-sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_sign-in-modal_join-link" data-tracking-control-name="public_profile_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> </div> </div> </section>      <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 activities" data-nosnippet="true" data-section="posts">  <div class="flex justify-between"> <h2 class="core-section-container__title section-title"> Activity </h2> <button class="btn-sm btn-secondary cursor-pointer flex" data-tracking-control-name="public_profile_follow" data-modal="public_profile_activities-follow-modal" data-no-cool-off="true"> <img class="lazy-load" alt data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9ewdf4qtu7uo5bvtrz3r6z5pn"> <span class="ml-1"> Follow </span> </button> </div> <div class="contextual-sign-in-modal activities_follow-modal" data-impression-id="public_profile_follow_contextual-sign-in-modal">  <div class>  <div id="public_profile_activities-follow-modal" class="modal modal--contextual-sign-in" data-outlet="public_profile_activities-follow-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_profile_activities-follow-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative rounded-[50%] w-16 h-16 bg-color-entity-ghost-background contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="public_profile_activities-follow-modal-modal-header"> Sign in to view Dave’s full profile </h2>  <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full">  <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button">  <div class="google-auth-button__placeholder mx-auto " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div> <div class="sign-in-modal" data-impression-id="public_profile_follow_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary btn-secondary" data-tracking-client-ingraph data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="_sign-in-modal">  Sign in </button> <div class>  <div id="_sign-in-modal" class="modal modal--sign-in" data-outlet="_sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="_sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="_sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="_sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="_sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="_sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_follow_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_follow_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_follow_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_follow_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_follow_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_follow_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_follow_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div>  </section> </div> </div> </div> </div>  <div class="core-section-container__content break-words"> <ul data-test-id="activities__list"> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/alessandronegro_knowledge-graphs-and-llms-in-action-activity-7303912450179919872--8zr" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> 🎉🎉 🎉 "Knowledge Graphs Applied" becomes "Knowledge Graphs and LLMs in Action" Four years ago, we embarked on writing "Knowledge Graphs Applied"… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D4D27AQH2OlqHvg4R1w/articleshare-shrink_800/articleshare-shrink_800/0/1741387963109?e=2147483647&v=beta&t=nhAhtVl54D940WIeEX1p_qYOCKE577mPxmxtqmz2K3g" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> 🎉🎉 🎉 "Knowledge Graphs Applied" becomes "Knowledge Graphs and LLMs in Action" Four years ago, we embarked on writing "Knowledge Graphs Applied"… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/davebechberger_announcing-general-availability-of-amazon-activity-7303863358355607552-VHSF" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Glad to see this new feature of Bedrock KBs has gone GA. I'm interested to see what sort of solutions customers can build now that we can easily… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full main-activity-card__img--ghost" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/53n89ecoxpr1qrki1do3alazb" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Glad to see this new feature of Bedrock KBs has gone GA. I'm interested to see what sort of solutions customers can build now that we can easily… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Shared by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/chadcloes_look-at-the-cool-things-that-are-happening-activity-7292321143955369985-yHgj" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Look at the cool things that are happening Intuit </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQGMvVhw_9M44A/feedshare-shrink_1280/B56ZTOHcBOGoAk-/0/1738624844474?e=2147483647&v=beta&t=SOPr-V7uazWRRrBrJe1AgX8lrv_uLoNspmfwzdB6uLs" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Look at the cool things that are happening Intuit </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> </ul> <a class="btn-md btn-secondary-emphasis mt-3 py-[10px] inline-block min-h-0 babybear:w-full" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fin%2Fdavebechberger%2Frecent-activity%2F&trk=public_profile_see-all-posts" data-test-id="activities__see-more-link" data-tracking-control-name="public_profile_see-all-posts" data-tracking-will-navigate> Join now to see all activity </a> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 pp-section experience-education">  <h2 class="core-section-container__title section-title"> Experience & Education </h2>  <div class="core-section-container__content break-words"> <div class="blurred-overlay w-screen h-screen relative !w-full !h-full experience-education__list"> <ul class="visible-list"> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 !pl-0">  <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQE0fp2sCqnVLg/company-logo_100_100/company-logo_100_100/0/1738855736997/amazon_web_services_logo?e=2147483647&v=beta&t=OZG6TFGHaiu0-IazkwLYMxAfZ4u_LGMAYSSlnyQp8bY" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> Amazon Web Services (AWS) </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <p class="blur" aria-hidden="true"> ********* ***** ********* </p> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis">  </div> </div> </li> </ul> <div class="blurred-content blur" tabindex="-1" aria-hidden="true"> <ul class="blurred-list" aria-hidden="true"> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 !pl-0">  <img class="inline-block relative w-6 h-6 bg-color-entity-ghost-background shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> *********** </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <p> ********** ******* *** ****** </p> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis">  </div> </div> </li> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 !pl-0">  <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D560BAQHoddWRgwsAOw/company-logo_100_100/company-logo_100_100/0/1666292655579/veracityid_inc__logo?e=2147483647&v=beta&t=gkEeaoMyPGHCIzVy9tjJC2igHOzGgKIqX-mZbjbaNcA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> **********, ***. </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <p> ******* </p> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis">  </div> </div> </li> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 !pl-0">  <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQE84VPcpyTLQQ/company-logo_100_100/company-logo_100_100/0/1710945282139/rensselaer_polytechnic_institute_logo?e=2147483647&v=beta&t=ebzX3ldWksdjpnCBfdKOtI4xIu32kfOdttkHSzlNEgg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> ********** *********** ********* </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <p> ** ********** *********** </p> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis"> <p> <span class="date-range text-color-text-secondary font-sans text-md leading-open font-regular"> <time>1997</time> - <time>2001</time>  </span> </p> </div> </div> </li> </ul> </div> <div class="absolute top-1/2 left-0 right-0 m-auto -translate-y-1/2 container-raised container-lined font-sans text-color-text text-center max-w-[600px] w-3/4 pb-3"> <h2 class="blurred_overlay__title font-bold text-lg m-2 mt-3">View Dave’s full experience</h2> <h3 class="blurred_overlay__sub_title font-light text-md m-2">See their title, tenure and more.</h3>  <div class="m-auto justify-center babybear:w-11/12 w-[276px]"> <div class="sign-in-modal" data-impression-id="public_profile_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary blurred-overlay__sign-in-cta block box-border babybear:btn-secondary-emphasis w-full" data-tracking-client-ingraph data-tracking-control-name="public_profile_sign-in-modal_outlet-button" data-modal="blurred-overlay-sign-in-modal">  <span class="inline-block align-middle"> Sign in </span> </button> <div class>  <div id="blurred-overlay-sign-in-modal" class="modal modal--sign-in" data-outlet="blurred-overlay-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="blurred-overlay-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="blurred-overlay-sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="blurred-overlay-sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="blurred-overlay-sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="blurred-overlay-sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="blurred-overlay-sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="blurred-overlay-sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_sign-in-modal_join-link" data-tracking-control-name="public_profile_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="left-right-divider my-1.5 m-auto"> <p class="font-sans text-sm text-color-text px-2"> or </p> </div> <div class="google-auth-button"> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div> </div> </div> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 certifications" data-section="certifications">  <h2 class="core-section-container__title section-title"> Licenses & Certifications </h2>  <div class="core-section-container__content break-words"> <ul> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">  <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/tigergraph?trk=public_profile_profile-section-card_image-click" data-tracking-control-name="public_profile_profile-section-card_image-click" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/C4D0BAQHeCqgfP8e4jQ/company-logo_100_100/company-logo_100_100/0/1630577566855/tigergraph_logo?e=2147483647&v=beta&t=NvZmXsBttWrkuXR5DuzQHkZWngerDGRTR4tDVazDlzU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="TigerGraph Certified Graphic"> </a> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_certification-title" data-tracking-will-navigate href="https://cdn2.hubspot.net/hubfs/4114546/TigerGraph%20Certified.png?utm_campaign=2019%20TigerGraph%20Certification&utm_source=hs_automation&utm_medium=email&utm_content=78501937&_hsenc=p2ANqtz--w1q4McnkX3mYVJC2eEEPS1LCgL1x8MIRIwehzW_uD1KNglETND6Wxj5VUooQnh1&trk=public_profile_certification-title"> TigerGraph Certified </a> </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <a class="relative hover:underline link-styled hover:!text-color-text active:!text-color-text !font-normal" href="https://www.linkedin.com/company/tigergraph?trk=public_profile_profile-section-card_subtitle-click" data-tracking-control-name="public_profile_profile-section-card_subtitle-click" data-tracking-client-ingraph data-tracking-will-navigate> TigerGraph </a> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis"> <div class="not-first-middot"> <span> Issued <time>Mar 2020</time> </span>  </div>  <div> <a class="btn-md btn-tertiary-emphasis -ml-1 inline-block px-[8px] py-0 min-h-0 rounded-[4px] h-[32px] leading-[32px] hover:underline hover:!text-color-link" data-tracking-control-name="public_profile_see-credential" data-tracking-will-navigate href="https://cdn2.hubspot.net/hubfs/4114546/TigerGraph%20Certified.png?utm_campaign=2019%20TigerGraph%20Certification&utm_source=hs_automation&utm_medium=email&utm_content=78501937&_hsenc=p2ANqtz--w1q4McnkX3mYVJC2eEEPS1LCgL1x8MIRIwehzW_uD1KNglETND6Wxj5VUooQnh1&trk=public_profile_see-credential" rel="nofollow" target="_blank"> See credential <img alt class="h-2 w-2 ml-0.5 align-baseline" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8w0vew433o9nluoruq9k5eqy"> </a> </div> </div> </div> </li> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">  <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/neo4j?trk=public_profile_profile-section-card_image-click" data-tracking-control-name="public_profile_profile-section-card_image-click" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D0BAQG6P9i9HARJvw/company-logo_100_100/company-logo_100_100/0/1697806384366/neo4j_logo?e=2147483647&v=beta&t=BVpMkqMMDsfzYkVwkhLaRez5Iblwea_ZebQviTOabqA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Neo4j Certified Professional Graphic"> </a> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_certification-title" data-tracking-will-navigate href="https://graphacademy.neo4j.com/certificates/2b5c98d2993c09c34ace0564ed162a915056332a3c737b8ef458ecbc1837dc11.pdf?trk=public_profile_certification-title"> Neo4j Certified Professional </a> </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <a class="relative hover:underline link-styled hover:!text-color-text active:!text-color-text !font-normal" href="https://www.linkedin.com/company/neo4j?trk=public_profile_profile-section-card_subtitle-click" data-tracking-control-name="public_profile_profile-section-card_subtitle-click" data-tracking-client-ingraph data-tracking-will-navigate> Neo4j </a> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis"> <div class="not-first-middot"> <span> Issued <time>Feb 2018</time> </span>  </div> <div> Credential ID 16682044 </div> <div> <a class="btn-md btn-tertiary-emphasis -ml-1 inline-block px-[8px] py-0 min-h-0 rounded-[4px] h-[32px] leading-[32px] hover:underline hover:!text-color-link" data-tracking-control-name="public_profile_see-credential" data-tracking-will-navigate href="https://graphacademy.neo4j.com/certificates/2b5c98d2993c09c34ace0564ed162a915056332a3c737b8ef458ecbc1837dc11.pdf?trk=public_profile_see-credential" rel="nofollow" target="_blank"> See credential <img alt class="h-2 w-2 ml-0.5 align-baseline" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8w0vew433o9nluoruq9k5eqy"> </a> </div> </div> </div> </li> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">  <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/datastax?trk=public_profile_profile-section-card_image-click" data-tracking-control-name="public_profile_profile-section-card_image-click" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" 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data-tracking-will-navigate> DataStax </a> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis"> <div class="not-first-middot"> <span> Issued <time>Mar 2016</time> </span>  </div>   </div> </div> </li> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">  <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/oreilly?trk=public_profile_profile-section-card_image-click" data-tracking-control-name="public_profile_profile-section-card_image-click" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQEPDE9gCMlGvw/company-logo_100_100/B4EZVdVScDG0AY-/0/1741027616842/oreilly_logo?e=2147483647&v=beta&t=oUer2cBOHEUh-10mGXLSsoxW5gl4p6XEKjgR0kxOiaU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Architect Certification for Apache Cassandra Graphic"> </a> <div class="pl-0.5 grow break-words"> <h3 class="[&>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold"> <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_certification-title" data-tracking-will-navigate href="http://www.oreilly.com/data/cassandracert?trk=public_profile_certification-title"> Architect Certification for Apache Cassandra </a> </h3> <h4 class="text-color-text text-md [&>*]:mb-0 not-first-middot leading-[1.75]"> <a class="relative hover:underline link-styled hover:!text-color-text active:!text-color-text !font-normal" href="https://www.linkedin.com/company/oreilly?trk=public_profile_profile-section-card_subtitle-click" data-tracking-control-name="public_profile_profile-section-card_subtitle-click" data-tracking-client-ingraph data-tracking-will-navigate> O'Reilly Media </a> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis"> <div class="not-first-middot"> <span> Issued <time>Dec 2015</time> </span>  </div>  <div> <a class="btn-md btn-tertiary-emphasis -ml-1 inline-block px-[8px] py-0 min-h-0 rounded-[4px] h-[32px] leading-[32px] hover:underline hover:!text-color-link" data-tracking-control-name="public_profile_see-credential" data-tracking-will-navigate href="http://www.oreilly.com/data/cassandracert?trk=public_profile_see-credential" rel="nofollow" target="_blank"> See credential <img alt class="h-2 w-2 ml-0.5 align-baseline" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8w0vew433o9nluoruq9k5eqy"> </a> </div> </div> </div> </li> </ul>  </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 volunteering" data-section="volunteering">  <h2 class="text-xl"> Volunteer Experience </h2>  <div class="core-section-container__content break-words"> <ul> <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">  <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/akdevalliance?trk=public_profile_volunteering-position_profile-section-card_image-click" data-tracking-control-name="public_profile_volunteering-position_profile-section-card_image-click" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" 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data-tracking-control-name="public_profile_volunteering-position_profile-section-card_subtitle-click" data-tracking-client-ingraph data-tracking-will-navigate> Alaska Developers Alliance </a> </h4> <div class="text-color-text-low-emphasis text-md [&>*]:mb-0 [&>*]:text-md [&>*]:text-color-text-low-emphasis"> <p class="my-1"> <span class="date-range text-color-text-secondary font-sans text-md leading-open font-regular"> <time>Oct 2018</time> - Present <span class="before:middot">6 years 6 months</span> </span> </p> <p class="my-1 text-md line-height-[28px] font-normal text-black/60"> Science and Technology </p> <div class="show-more-less-text"> <p class="show-more-less-text__text--less"> Thee Alaska Developers Alliance is an organization focused on bringing together all segments of programmers from different Alaskan geographies to build a community, engage students earlier, provide continued learning opportunities for professionals, and inspire and educate working software professionals. As a member of the board and steering committee member, I volunteer my time to aid in the rapid growth (>100% last year) and expansion of the alliance.  </p>  </div> </div> </div> </li> </ul> </div> </section>          <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 recommendations" data-section="recommendations">  <h2 class="core-section-container__title section-title"> Recommendations received </h2>  <div class="core-section-container__content break-words"> <ul> <li> <div class="endorsement-card flex flex-col"> <a href="https://www.linkedin.com/in/bishrtabbaa?trk=public_profile_recommendations" target="_self" data-tracking-control-name="public_profile_recommendations" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link endorsement-card__entity">  <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Bishr Tabbaa’s profile"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Bishr Tabbaa  </h3>   <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <p class="endorsement-card__content body-text text-color-text-low-emphasis"> “Dave established an effective product management process across the GxG IT department to coordinate major product features and components that cut across traditional system silos. Product owners meet quarterly to discuss organization priorities based on business and technology impact. Moreover, he initiated the public cloud strategy for corporate applications and started the migration process to AWS. Dave also led the architecture team responsible for front-office e-commerce applications and back-office lab applications, and managed several software architects. One of his lasting impacts as a mentor has been encouraging the architecture and development teams to experiment and grow through learning new languages and platforms. Dave is creative, can be hands-on whilst seeing the big picture, stays on top of industry trends, and I highly recommend him to any organization fortunate enough to have him.” </p> </div>  </div>  </a> </div> </li> <li> <div class="endorsement-card flex flex-col"> <a href="https://www.linkedin.com/in/kiyuzg?trk=public_profile_recommendations" target="_self" data-tracking-control-name="public_profile_recommendations" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link endorsement-card__entity">  <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Kiyu Gabriel’s profile"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Kiyu Gabriel  </h3>   <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <p class="endorsement-card__content body-text text-color-text-low-emphasis"> “Dave is the technologist “complete package” - full stack developer, operator, consultant, speaker, author, evangelist. As a manager it was pretty cool to be able to throw anything at him and have confidence he’d knock it out of the park - even if it was using a technology or language he’d never used before. It was really a privilege to have him on my team. ” </p> </div>  </div>  </a> </div> </li> </ul> <div> <p class="my-2 text-color-text-low-emphasis" data-test-id="recommendations__recommenders"> 3 people have recommended Dave </p> <a class="btn-md btn-secondary-emphasis inline-block" href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_recommendations" data-tracking-control-name="public_profile_recommendations" data-tracking-will-navigate data-test-id="recommendations-cta"> Join now to view </a> </div> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 activities" data-nosnippet="true" data-section="posts">  <div class="flex justify-between"> <h2 class="core-section-container__title section-title"> More activity by Dave </h2>  </div>   <div class="core-section-container__content break-words"> <ul data-test-id="activities__list"> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/jlacefield_exciting-news-im-thrilled-to-share-that-activity-7292211259284815872-dwU5" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Exciting News! I’m thrilled to share that today I’m joining Confluent as a Group Product Manager, focusing on Apache Kafka, ksqlDB, and Kafka… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full main-activity-card__img--ghost" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/53n89ecoxpr1qrki1do3alazb" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Exciting News! I’m thrilled to share that today I’m joining Confluent as a Group Product Manager, focusing on Apache Kafka, ksqlDB, and Kafka… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/shireesh-thota-0421772_github-microsoftdocumentdb-documentdb-activity-7290116854595891200-2-hI" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> We at Microsoft launched #DocumentDB, an MIT licensed open-source documents database platform built as a Postgres extension. This is a critical… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQFhS0JmbngMWQ/articleshare-shrink_800/articleshare-shrink_800/0/1740785994306?e=2147483647&v=beta&t=vYjDbdOAbMbZfqvJhurGX9yTLM4qZ3t0s6X1fUzuc48" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> We at Microsoft launched #DocumentDB, an MIT licensed open-source documents database platform built as a Postgres extension. This is a critical… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/aws-databases_generativeai-amazonneptune-awsreinvent-activity-7275193147050082306-bAJO" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> 🚀 Did you know that Amazon Bedrock Knowledge Bases now supports GraphRAG (in Preview). 👉 https://go.aws/4gpY9j1 At AWS re:Invent 2024, Swami… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E10AQGS6_aGi1Vp1w/image-shrink_1280/image-shrink_1280/0/1734541202154?e=2147483647&v=beta&t=v75A0G2OLTXl2YTe3wjIujGAwuNvnKMn7AzKg5rUqa0" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> 🚀 Did you know that Amazon Bedrock Knowledge Bases now supports GraphRAG (in Preview). 👉 https://go.aws/4gpY9j1 At AWS re:Invent 2024, Swami… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/linasbeliunas_wild-elon-musksspacex-just-hit-a-350-activity-7273006345472069632-JliJ" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Wild! Elon Musk’s SpaceX just hit a $350 billion valuation based on a secondary share sale making it the most valuable private company in the world… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D22AQGAMN3hsVJBAw/feedshare-shrink_800/feedshare-shrink_800/0/1734019837383?e=2147483647&v=beta&t=685nvmx3YTzuwmspLA1ybIL7wzzo9Nq2dRzNxxBkdYw" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Wild! Elon Musk’s SpaceX just hit a $350 billion valuation based on a secondary share sale making it the most valuable private company in the world… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/tyler-maran_when-openai-is-down-and-im-out-of-my-free-activity-7272792572350152704-BVEg" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> When Openai is down and I'm out of my free Claude credits... </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E22AQHLkaT7csdRng/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733968870706?e=2147483647&v=beta&t=C5G2Q0LgXmnIe_25CALJC2t9KN-ytoqXP07Be22vF4c" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> When Openai is down and I'm out of my free Claude credits... </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/joewalkuski_great-things-happen-to-great-teams-lets-activity-7272249332731420672-l27K" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Great things happen to great teams! Let's go have some fun and make this world a better place by engineering quality, compliance and circularity into… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQGNiMSgqyPXRg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733756032708?e=2147483647&v=beta&t=ZoZLarKkrIklAZFlD4CePd8jtZMbBQMkv-UTmvBS6ko" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Great things happen to great teams! Let's go have some fun and make this world a better place by engineering quality, compliance and circularity into… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/davebechberger_amazonbedrock-activity-7270133042378088448-xi4F" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> #AmazonBedrock now has native support for GraphRAG to provide more relevant, comprehensive, and explainable answers for your RAG applications with… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full main-activity-card__img--ghost" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/53n89ecoxpr1qrki1do3alazb" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> #AmazonBedrock now has native support for GraphRAG to provide more relevant, comprehensive, and explainable answers for your RAG applications with… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Shared by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/neo4j_awsreinvent-aws-activity-7269738438990438400-1EoK" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> While we enjoy #AWSreInvent this week, we bring you a great blog about how we've been collaborating with AWS on a recently announced feature that… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D10AQFjQtt4uUBJNQ/image-shrink_800/image-shrink_800/0/1733240708508?e=2147483647&v=beta&t=V-etnlf_P3N9dJrgZGMURvcSHiuBlXWWLywDilMLlko" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> While we enjoy #AWSreInvent this week, we bring you a great blog about how we've been collaborating with AWS on a recently announced feature that… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/daryapetrashka_aws-reinvent2024-quantum-activity-7269599902005956608-qD4X" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Day 1 of #AWS #reinvent2024 - Guess who was up at 3.30 AM 🫣 Jet lag appeared to be a thing for me. And what's the best start for Monday morning?… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E22AQEI0fyqOdlZFw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1733207676421?e=2147483647&v=beta&t=HZDDZlf7tSw829vpSnU0qcNadCvri8aSivExMmUxTrU" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Day 1 of #AWS #reinvent2024 - Guess who was up at 3.30 AM 🫣 Jet lag appeared to be a thing for me. And what's the best start for Monday morning?… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/dr-clair-sullivan_who-do-i-know-that-is-going-to-aws-reinvent-activity-7262674502596096002-YEif" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Who do I know that is going to AWS re:Invent? Let's meet up! </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full main-activity-card__img--ghost" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/53n89ecoxpr1qrki1do3alazb" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Who do I know that is going to AWS re:Invent? Let's meet up! </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 hover:show-play-button focus:show-play-button base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/eaton-vance_looking-for-more-income-from-etfs-activity-7258205668413779968-WhHK" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> Inside Eaton Vance Floating Rate ETF (EVLN) find active, diversified loan investing and high-income potential from a loan market pioneer. See how… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md hover:show-play-button focus:show-play-button h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E10AQG62ePnjSKB1A/videocover-high/videocover-high/0/1730480366240/EVLN_15_wCC_finalmp4?e=2147483647&v=beta&t=WdkAgHGnVp7T-cx-0FJKQF3HCnSpX68qyyt1hqAoXzw" alt> <icon class="base-main-card__play-button w-auto overlay-center play-button" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9n9raq7fmdu241tpsxwodsmcd" data-svg-class-name="base-main-card__play-button-svg"></icon> </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Inside Eaton Vance Floating Rate ETF (EVLN) find active, diversified loan investing and high-income potential from a loan market pioneer. See how… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> <li> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link main-activity-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/posts/victorservin_awsreinvent2024-aws-cloudcomputing-activity-7267295029239451648-Thj8" data-tracking-control-name="public_profile" data-tracking-will-navigate> <span class="sr-only"> 🎯 Excited to speak at #AWSreInvent2024! Join me and @Taylor Riggan for our ChalkTalk on seamlessly migrating from self-managed InfluxDB to Amazon… </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="main-activity-card__img h-full " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E22AQGPEi0EweCGtg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1732658154185?e=2147483647&v=beta&t=LPSWKsVligAFE2qqLv5Indkh7Tfe6R8dVPgK7FQ4mnk" alt>  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> 🎯 Excited to speak at #AWSreInvent2024! Join me and @Taylor Riggan for our ChalkTalk on seamlessly migrating from self-managed InfluxDB to Amazon… </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Liked by <a href="https://www.linkedin.com/in/davebechberger?trk=public_profile_actor-name" data-tracking-control-name="public_profile_actor-name" data-tracking-will-navigate="true" class="hidden-nested-link">Dave Bechberger</a> </h4>   </div>  </div> </li> </ul>  </div> </section>  <section class="core-section-container my-3 bottom-cta-banner">    <div class="core-section-container__content break-words"> <section class="hidden-summary container-lined p-3 overflow-hidden babybear:p-2" data-impression-id="public_profile_bottom-cta-banner_guest_hidden_summary"> <h2 class="hidden-summary__title text-xl text-color-text overflow-hidden break-words mb-2 leading-regular font-normal"> View Dave’s full profile </h2> <ul class="hidden-summary__summary-items"> <li class="hidden-summary__summary-item flex text-md text-color-text font-normal leading-open items-center mb-1.5 last:mb-0"> <div class="hidden-summary__summary-item-icon-container flex items-center justify-center shrink-0 mr-1"> <icon class="hidden-summary__summary-item-icon h-2 w-2 " alt data-delayed-url="https://static.licdn.com/aero-v1/sc/h/au8rc359lanmyfaah39izyss1"></icon> </div> <span class="hidden-summary__summary-item-text overflow-hidden break-words"> See who you know in common </span> </li> <li class="hidden-summary__summary-item flex text-md text-color-text font-normal leading-open items-center mb-1.5 last:mb-0"> <div class="hidden-summary__summary-item-icon-container flex items-center justify-center shrink-0 mr-1"> <icon class="hidden-summary__summary-item-icon h-2 w-2 " alt data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bk9h057z1lch588recizysfdc"></icon> </div> <span class="hidden-summary__summary-item-text overflow-hidden break-words"> Get introduced </span> </li> <li class="hidden-summary__summary-item flex text-md text-color-text font-normal leading-open items-center mb-1.5 last:mb-0"> <div class="hidden-summary__summary-item-icon-container flex items-center justify-center shrink-0 mr-1"> <icon class="hidden-summary__summary-item-icon h-2 w-2 " alt data-delayed-url="https://static.licdn.com/aero-v1/sc/h/engl6kavv3716laqjpfbilqqt"></icon> </div> <span class="hidden-summary__summary-item-text overflow-hidden break-words"> Contact Dave directly </span> </li> </ul> <a class="hidden-summary__cta hidden-summary__cta--secondary btn-sm !text-[16px] btn-secondary-emphasis inline-block mt-3 mr-1.5" href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_bottom-cta-banner" data-tracking-control-name="public_profile_bottom-cta-banner" data-tracking-will-navigate> Join to view full profile </a> </section> </div> </section> </section> </div> </section> <section class="right-rail papabear:w-right-rail-width papabear:ml-column-gutter mamabear:max-w-[790px] mamabear:px-mobile-container-padding babybear:max-w-[790px] babybear:px-mobile-container-padding">  <section class="aside-section-container mb-4 browsemap" data-nosnippet="true"> <h2 class="aside-section-container__title section-title"> Other similar profiles </h2>  <div class="aside-section-container__content break-words"> <ul class="show-more-less__list show-more-less__list--no-hidden-elems aside-profiles-list" data-impression-id="public_profile_browsemap_show-more-less"> <li>  <a href="https://www.linkedin.com/in/peterpavlovich?trk=public_profile_browsemap-profile" target="_self" data-impression-id="public_profile_browsemap-0" data-tracking-control-name="public_profile_browsemap-profile" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link">   <div class="bg-clip-content bg-contain border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQHNs7bC9064zg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516173399362?e=2147483647&v=beta&t=QmZAZMkd2WZIlwEtHlduhxoUOBJMPi07hjopExuXxM8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-0"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Peter Pavlovich  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> Worcester, MA </div>  </div>  </a> <a 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href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fmamund&fromSignIn=true&trk=public_profile_browsemap_browse-map_connect-button" aria-label="Connect with Mike Amundsen" class="relative -top-0.5 btn-sm btn-secondary inline-flex items-center ml-[52px]" data-tracking-client-ingraph data-tracking-control-name="public_profile_browsemap_browse-map_connect-button" data-tracking-will-navigate> <icon class="w-2 h-2 align-middle mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/82mk0tliwd4tdyyne68xrnb2a"></icon> Connect </a> </li> <li>  <a href="https://www.linkedin.com/in/jeffreytindall?trk=public_profile_browsemap-profile" target="_self" data-impression-id="public_profile_browsemap-4" data-tracking-control-name="public_profile_browsemap-profile" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link">   <div class="bg-clip-content bg-contain border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEBvyUfb4qurQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1675282695032?e=2147483647&v=beta&t=G0uDSuNPygfXebnKxAr2TB3lsXrSFQ8T5m223UF4neg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-4"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Jeffrey Tindall, CSSLP  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> Cartersville, GA </div>  </div>  </a> <a href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fjeffreytindall&fromSignIn=true&trk=public_profile_browsemap_browse-map_connect-button" aria-label="Connect with Jeffrey Tindall, CSSLP" class="relative -top-0.5 btn-sm btn-secondary inline-flex items-center ml-[52px]" data-tracking-client-ingraph data-tracking-control-name="public_profile_browsemap_browse-map_connect-button" data-tracking-will-navigate> <icon class="w-2 h-2 align-middle mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/82mk0tliwd4tdyyne68xrnb2a"></icon> Connect </a> </li> <li>  <a href="https://www.linkedin.com/in/randyshoup?trk=public_profile_browsemap-profile" target="_self" data-impression-id="public_profile_browsemap-5" data-tracking-control-name="public_profile_browsemap-profile" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link">   <div class="bg-clip-content bg-contain border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQH-hoJhZKKArw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516248308657?e=2147483647&v=beta&t=zpaf4KNIIxed015bKkp5FxeJujCnhvKATZCyNq6Qlrw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-5"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Randy Shoup  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> Montara, CA </div>  </div>  </a> <a href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Frandyshoup&fromSignIn=true&trk=public_profile_browsemap_browse-map_connect-button" aria-label="Connect with Randy Shoup" class="relative -top-0.5 btn-sm btn-secondary inline-flex items-center ml-[52px]" data-tracking-client-ingraph data-tracking-control-name="public_profile_browsemap_browse-map_connect-button" data-tracking-will-navigate> <icon class="w-2 h-2 align-middle mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/82mk0tliwd4tdyyne68xrnb2a"></icon> Connect </a> </li> <li>  <a href="https://www.linkedin.com/in/theovassilakis?trk=public_profile_browsemap-profile" target="_self" data-impression-id="public_profile_browsemap-6" data-tracking-control-name="public_profile_browsemap-profile" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link">   <div class="bg-clip-content bg-contain border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQHsMtUSLndJGQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516276177391?e=2147483647&v=beta&t=8rnjKf18yLXK0P8vo_yVFPe-4PoV9vX26nSn1UUab5c" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-6"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Theo Vassilakis  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> Reno, NV </div>  </div>  </a> <a 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bg-contain border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQFt1r6bLAuLUQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1604499349153?e=2147483647&v=beta&t=gVuG27bUkqupqdG18btJdMKEsVGm4_2G2N7wfvHqrPQ" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-7"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Wei Guan  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> Short Hills, NJ </div>  </div>  </a> <a 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border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGlASzhDq6mng/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1706542056785?e=2147483647&v=beta&t=KlbuTigiofxYhZbu0DQHMOD9Kd832OvzAdZspeBd2io" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-8"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Luther Quick  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> New York, NY </div>  </div>  </a> <a href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fluther&fromSignIn=true&trk=public_profile_browsemap_browse-map_connect-button" aria-label="Connect with Luther Quick" class="relative -top-0.5 btn-sm btn-secondary inline-flex items-center ml-[52px]" data-tracking-client-ingraph data-tracking-control-name="public_profile_browsemap_browse-map_connect-button" data-tracking-will-navigate> <icon class="w-2 h-2 align-middle mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/82mk0tliwd4tdyyne68xrnb2a"></icon> Connect </a> </li> <li>  <a href="https://www.linkedin.com/in/ivanfarkas?trk=public_profile_browsemap-profile" target="_self" data-impression-id="public_profile_browsemap-9" data-tracking-control-name="public_profile_browsemap-profile" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link">   <div class="bg-clip-content bg-contain border-2 border-color-container-neutral-border border-solid box-border h-[56px] rounded-[49.9%] shrink-0 w-[56px] " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQH37qjTKaiU4Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1563236536155?e=2147483647&v=beta&t=NYQ-QzUSfL9kmScZ5QD5IU5GFdsp3xEmx0qdcsIkplo" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-impression-id="public_profile_browsemap-9"></div> <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Ivan Farkas  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> Hollywood, FL </div>  </div>  </a> <a href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fivanfarkas&fromSignIn=true&trk=public_profile_browsemap_browse-map_connect-button" aria-label="Connect with Ivan Farkas" class="relative -top-0.5 btn-sm btn-secondary inline-flex items-center ml-[52px]" data-tracking-client-ingraph data-tracking-control-name="public_profile_browsemap_browse-map_connect-button" data-tracking-will-navigate> <icon class="w-2 h-2 align-middle mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/82mk0tliwd4tdyyne68xrnb2a"></icon> Connect </a> </li> </ul> </div> </section> <section class="aside-section-container mb-4 related-posts" data-nosnippet="true"> <h2 class="aside-section-container__title section-title"> Explore more posts </h2>  <div class="aside-section-container__content break-words"> <div class="show-more-less aside-entities-list">  <ul data-max-num-to-show="4" class="show-more-less__list show-more-less__list--hide-after-4" 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Jest for few click . LLM running in your PC. With LM Studio, you can ... 🤖 • Run LLMs on your laptop, entirely offline 📚 • Chat with your local documents (new in 0.3) 👾 • Use models through the in-app Chat UI or an OpenAI compatible local server 📂 • Download any compatible model files from Hugging Face 🤗 repositories 🔭 • Discover new & noteworthy LLMs right inside the app's Discover page #LLM #private #chatgpt #AI </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="9 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="9" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2tzoeodxy0zug4455msr0oq0v" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 9 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="🚀 Want to run your very own trained LLM, privately and securely? 🤖🔒 Imagine harnessing the power of a Language Model tailored just for you without worrying about third-party servers! 💼✨ Try, LM Studio. Jest for few click . LLM running in your PC. With LM Studio, you can ... 🤖 • Run LLMs on your laptop, entirely offline 📚 • Chat with your local documents (new in 0.3) 👾 • Use models through the in-app Chat UI or an OpenAI compatible local server 📂 • Download any compatible model files from Hugging Face 🤗 repositories 🔭 • Discover new & noteworthy LLMs right inside the app's Discover page #LLM #private #chatgpt #AI" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQGuAUPaJU55nQ/articleshare-shrink_1280_800/articleshare-shrink_1280_800/0/1727587234854?e=2147483647&v=beta&t=hRKMQenjsSBYNPAQWIe616brQ4c0W9kVJD50GtpI44c">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://es.linkedin.com/in/jack-vanlightly-1153b44a?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Jack Vanlightly </p> </a> <a href="https://www.linkedin.com/posts/jack-vanlightly-1153b44a_on-the-subject-of-data-reusability-if-we-activity-7256717647113846785--wgm?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> On the subject of data reusability. If we think of well-governed Iceberg tables and Kafka topics as "data products", then the analogy is that software engineering promotes reusability in software through modularity (be it actual software modules or APIs), and data products do the same for data. </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="15 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="15" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 15 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="3" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 3 Comments </div>  </div> </div>  </div>  </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://uk.linkedin.com/in/david-anderson-belfast?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQHsc5DmNsqGtA/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1647778490532?e=2147483647&v=beta&t=UICxLNOtfhPezdI-SE-vf_4WHsFEi8pDIZ6rELeUWa8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> David Anderson </p> </a> <a href="https://www.linkedin.com/posts/david-anderson-belfast_these-are-very-interesting-insights-and-activity-7244315643557158914-4jjs?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> These are very interesting insights (and also highlight the importance of not having a separation agreement)! It reminds me of Ron Westrum's theory of the Technological Maestro - https://lnkd.in/eeu9iyWQ The leader of the organization must be an expert in the field (it doesn't mean an expert coder, an expert in the industry). I believe Serverless is a game-changer in Cloud (as the next generation of Compute). This shift is not happening overnight. But I would hate to think that a large Cloud Provider is losing a competitive advantage in next generation Compute. Tactics will come and go, but Strategies can be decades long. Let's hope Compute remains a strategy - regardless of technology, Compute and Storage are not going away. GenAi is a tactic that may evolve into a Strategy, but don't let a new stream eat the existing value stream. Interesting times ahead. </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="17 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="17" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" 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<a href="https://in.linkedin.com/in/prasen?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Prasenjit Mukherjee </p> </a> <a href="https://www.linkedin.com/posts/prasen_spreadsheetllm-encoding-spreadsheets-for-activity-7257647288259366913-wdWL?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> https://lnkd.in/gUpFEbby One of the limitations of current generation #LLM is it's inability to consume non linear data at scale. #SpreadSheetLLM Attempts to get rid of this limitation by focusing on most commonly available non linear data, that is tabular data. </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="6 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="6" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 6 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="1" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 1 Comment </div>  </div> </div>  </div>  </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://uk.linkedin.com/in/leefig?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Lee Fig </p> </a> <a href="https://www.linkedin.com/posts/leefig_can-llms-write-better-code-if-you-keep-asking-activity-7281045279737274368-gr5X?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> I prefer to use Claude for prototype coding. Its the best LLM that I have found for this task. Yes its not perfect and there are days when we fall out because of compiler errors or code quality. But still. https://lnkd.in/ef2spbwg #as #code </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="1 Reaction" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="I prefer to use Claude for prototype coding. Its the best LLM that I have found for this task. Yes its not perfect and there are days when we fall out because of compiler errors or code quality. But still. https://lnkd.in/ef2spbwg #as #code " aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D4E27AQG7hOUtVbwgvw/articleshare-shrink_1280_800/articleshare-shrink_1280_800/0/1735840947895?e=2147483647&v=beta&t=gDIDTSQDwC1dmAcknlxWp28vUJLEOokgEQYP56K5brg">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://lk.linkedin.com/in/asankaboteju?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Asanká Botheju </p> </a> <a href="https://www.linkedin.com/posts/asankaboteju_amazon-opensearch-ingestion-adds-support-activity-7225301937481510912-boN_?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> 👉 Amazon OpenSearch Ingestion adds support for ingesting data from self-managed sources Amazon OpenSearch Ingestion now allows you to ingest data from self-managed OpenSearch, Elasticsearch and Apache Kafka clusters, eliminating the need to run and manage 3rd party tools like Logstash to migrate your data from self-managed sources into Amazon OpenSearch Service. Now you can seamlessly migrate or continuously replicate your data from all OpenSearch versions and Elasticsearch 7.x versions either on Amazon EC2 or on-premises environments into Amazon OpenSearch Service managed clusters or Serverless collections. #aws #amazonopensearch #seamlessingestion </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="6 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="6" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 6 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="👉 Amazon OpenSearch Ingestion adds support for ingesting data from self-managed sources Amazon OpenSearch Ingestion now allows you to ingest data from self-managed OpenSearch, Elasticsearch and Apache Kafka clusters, eliminating the need to run and manage 3rd party tools like Logstash to migrate your data from self-managed sources into Amazon OpenSearch Service. Now you can seamlessly migrate or continuously replicate your data from all OpenSearch versions and Elasticsearch 7.x versions either on Amazon EC2 or on-premises environments into Amazon OpenSearch Service managed clusters or Serverless collections. #aws #amazonopensearch #seamlessingestion" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQGk5GFPy3MJyw/articleshare-shrink_800/articleshare-shrink_800/0/1719864219176?e=2147483647&v=beta&t=PTY2InPYZ-a3NAvbC-dDxzDvJEfPzU9lkwNCepzZ5oE">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/avneet-chugh-6508345?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> avneet chugh </p> </a> <a href="https://www.linkedin.com/posts/avneet-chugh-6508345_scaling-llm-test-time-compute-optimally-can-activity-7265089734094274561-N8Ml?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> Test time training on LLMs to improve the accuracy of answers: https://lnkd.in/gWYeDFBu </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="1 Reaction" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="Test time training on LLMs to improve the accuracy of answers: https://lnkd.in/gWYeDFBu" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQEfIF_KC6aSBQ/articleshare-shrink_800/articleshare-shrink_800/0/1728741465627?e=2147483647&v=beta&t=xgffxUJsUJRV29TDOl1DK5zmtRdIvo5fJqHZERNEqus">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/khaimov?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQH8KBJt5TmbwA/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1695339272478?e=2147483647&v=beta&t=jhPj1ugMfLyKQJH5VxMUwhAyVdFGXblIlBk9p11xS3Q" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Russell (Russ) Khaimov 🇺🇲 </p> </a> <a href="https://www.linkedin.com/posts/khaimov_anthropics-claude-3-opus-and-tool-use-go-activity-7202378377549230081-T1-i?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> We've got some exciting announcements today with Anthropic 🎉 Take a look: 📣 Claude 3 Opus, Anthropic’s most intelligent model, is now generally available on Vertex AI. ⚙️ Tool use is available for the Claude 3 model family on Vertex AI, enabling Claude to act as an autonomous agent to handle tasks requiring real-time data or complex computations. 📈 Provisioned throughput is available for the Claude 3 model family on Vertex AI to get assured performance and predictable costs for your production workloads. Learn how to get started → https://goo.gle/4aHWL7U </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="6 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="6" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 6 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="We've got some exciting announcements today with Anthropic 🎉 Take a look: 📣 Claude 3 Opus, Anthropic’s most intelligent model, is now generally available on Vertex AI. ⚙️ Tool use is available for the Claude 3 model family on Vertex AI, enabling Claude to act as an autonomous agent to handle tasks requiring real-time data or complex computations. 📈 Provisioned throughput is available for the Claude 3 model family on Vertex AI to get assured performance and predictable costs for your production workloads. Learn how to get started → https://goo.gle/4aHWL7U" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQEZFqB6lpCmhA/articleshare-shrink_800/articleshare-shrink_800/0/1717175224812?e=2147483647&v=beta&t=4p-HbtGzcPFr3b1N4o56fRuPYRISsewuOECmkJzIhMc">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/stephenjbarr?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQGbS8_jeU_HgQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1635373986514?e=2147483647&v=beta&t=KpYMnPbnILBvdOa0bOGSB22aJ_yhg2U73hD7Rzayyk4" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Stephen J. Barr </p> </a> <a href="https://www.linkedin.com/posts/stephenjbarr_claude-35-sonnet-and-claude-3-haiku-now-activity-7227059497419075585-0BTG?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> This is a big deal for using AI in production - Claude 3.5 Sonnet and 3 Haiku are now available in more regions. us-west-2 tends to get new AI stuff first, and it is great to see these 2 models now more geographically available. https://lnkd.in/gvQkMQbX </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="17 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="17" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2tzoeodxy0zug4455msr0oq0v" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 17 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="This is a big deal for using AI in production - Claude 3.5 Sonnet and 3 Haiku are now available in more regions. us-west-2 tends to get new AI stuff first, and it is great to see these 2 models now more geographically available. https://lnkd.in/gvQkMQbX" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQHzshA4K1qOqA/articleshare-shrink_800/articleshare-shrink_800/0/1723050037384?e=2147483647&v=beta&t=a6uhnYrS3c7YHR6_uEhjhzXfopzzvRow9n3eeDxGb7s">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://sg.linkedin.com/in/samwitteveen?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQFCPr0sBWWS8Q/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1516256163608?e=2147483647&v=beta&t=H0ePMOT5MJ2gBjT7APwrApptu5SHM6hoLmz8oaAP6SY" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Sam Witteveen </p> </a> <a href="https://www.linkedin.com/posts/samwitteveen_new-anthropic-updated-claude-models-computer-activity-7255122218580373504-IV19?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> 🚨 Anthropic Drops Major Updates: New Claude Models & Computer Use API! 🔄 Two New Models Released: 1️⃣ Upgraded Claude 3.5 Sonnet - Available now on Anthropic, Google Cloud Vertex & Amazon Bedrock - Outperforms previous version on most benchmarks - Significant improvement in coding (SWE bench: 33.4% → 49%) - Better at agentic tasks & tool use 2️⃣ Claude 3.5 Haiku (Coming Later This Month) - Initially text-only (vision support coming later) - Surpasses original Claude 3 Opus on some tasks - Faster & more cost-effective option - Exceptional performance for its size 🖥️ New Computer Use API: - Direct computer interaction capabilities - Can perform web searches, edit documents & navigate interfaces - Uses basic commands (mouse movements, clicks, typing) - Similar to autopilot technology - requires supervision - Currently focused on web-based applications ⚠️ Safety Considerations: - Need for careful implementation - Potential for errors (as seen in testing) - Recommendation: Use on separate dedicated machine - API documentation and safety protocols pending 💡 What's Next? - Claude 3.5 Opus still anticipated - Further development of computer interaction capabilities - Expanded vision support for Haiku This release marks a significant step forward in AI capabilities, especially for coding and automation tasks! 🚀 #AI #Anthropic #Claude #ComputerUse #Innovation #AITechnology https://lnkd.in/edUXq6Rv </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="48 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="48" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 48 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="3" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 3 Comments </div>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="🚨 Anthropic Drops Major Updates: New Claude Models & Computer Use API! 🔄 Two New Models Released: 1️⃣ Upgraded Claude 3.5 Sonnet - Available now on Anthropic, Google Cloud Vertex & Amazon Bedrock - Outperforms previous version on most benchmarks - Significant improvement in coding (SWE bench: 33.4% → 49%) - Better at agentic tasks & tool use 2️⃣ Claude 3.5 Haiku (Coming Later This Month) - Initially text-only (vision support coming later) - Surpasses original Claude 3 Opus on some tasks - Faster & more cost-effective option - Exceptional performance for its size 🖥️ New Computer Use API: - Direct computer interaction capabilities - Can perform web searches, edit documents & navigate interfaces - Uses basic commands (mouse movements, clicks, typing) - Similar to autopilot technology - requires supervision - Currently focused on web-based applications ⚠️ Safety Considerations: - Need for careful implementation - Potential for errors (as seen in testing) - Recommendation: Use on separate dedicated machine - API documentation and safety protocols pending 💡 What's Next? - Claude 3.5 Opus still anticipated - Further development of computer interaction capabilities - Expanded vision support for Haiku This release marks a significant step forward in AI capabilities, especially for coding and automation tasks! 🚀 #AI #Anthropic #Claude #ComputerUse #Innovation #AITechnology https://lnkd.in/edUXq6Rv" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQEe7rk1WuFGFw/articleshare-shrink_800/articleshare-shrink_800/0/1729716735069?e=2147483647&v=beta&t=pY11Jv3WZEof0LSGhw19xtvLHpMjlLWhrlmdj4rVY1w">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/thewebscaledba?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQHtsGVJHvqRkQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1708307604348?e=2147483647&v=beta&t=IbxhmiD3cs5inhZ3v3n5D6jr5cm25Uygr9psOGwGEH8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Shiv Iyer </p> </a> <a href="https://www.linkedin.com/posts/thewebscaledba_how-materialized-views-work-in-postgresql-activity-7276394265151262720-DfNs?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> Materialized views in #PostgreSQL store pre-computed results of frequent, complex queries to boost performance. They are periodically refreshed for up-to-date data but require careful management of refresh frequency, disk space, and resources. #PostgreSQLDBA @MinervaDB https://zurl.co/7ixU </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="11 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="11" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 11 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="Materialized views in #PostgreSQL store pre-computed results of frequent, complex queries to boost performance. They are periodically refreshed for up-to-date data but require careful management of refresh frequency, disk space, and resources. #PostgreSQLDBA @MinervaDB https://zurl.co/7ixU" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/v2/D5610AQFu-U3taf1PTw/image-shrink_1280/image-shrink_1280/0/1734827581369?e=2147483647&v=beta&t=tdQNH3LSXvKO6981WBG4KKTUKf-IG4YXIuwKfiqwGuI">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/syed-jaffry-aws?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQGb-akmbn8iYw/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1662257025157?e=2147483647&v=beta&t=nGSu7nTEsX-cRIix8GmNP3AoTpjkjWLyYRighugSX9o" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Syed Jaffry </p> </a> <a href="https://www.linkedin.com/posts/syed-jaffry-aws_converse-activity-7204872193934073856-Z9yE?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> Tool use + agentic workflows will most likely going to unlock a wave of meaningful use cases with LLMs. Amazon Bedrock's new converse API standardizes the invocation of different LLMs and incorporates Tool use (aka Function calling) https://lnkd.in/gYiniEtH </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="2 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="2" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 2 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div>  </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://uk.linkedin.com/in/balajibal?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQEhQ8KEHmSg4A/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1720180085391?e=2147483647&v=beta&t=7iQ5TiK3Zs2eNprfnXHEIogm0eup89MaXgCp6l8S0hM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Bal Balaji </p> </a> <a href="https://www.linkedin.com/posts/balajibal_migrate-data-lakehouse-from-bigquery-to-apache-activity-7221012784560418816-SWuS?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> Your Datalake - in 2024 don't just consider the job done with Iceberg-ing and Object Storage-ing . Take a look at Apache Doris. We are coming full circle where 'integrated solutions' such as Clickhouse and Apache Doris are capable of doing the heavy lifting. They even include features such as federated querying. Apache Doris is my current favourite. This article by Dien, Tran Thanh gives you a great inside look into a migration from BigQuery to Apache Doris. https://lnkd.in/eGYbvCKx </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="12 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="12" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 12 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="Your Datalake - in 2024 don't just consider the job done with Iceberg-ing and Object Storage-ing . Take a look at Apache Doris. We are coming full circle where 'integrated solutions' such as Clickhouse and Apache Doris are capable of doing the heavy lifting. They even include features such as federated querying. Apache Doris is my current favourite. This article by Dien, Tran Thanh gives you a great inside look into a migration from BigQuery to Apache Doris. https://lnkd.in/eGYbvCKx" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQEM4RSmURVwpA/articleshare-shrink_800/articleshare-shrink_800/0/1721387210320?e=2147483647&v=beta&t=7GHZthXsRB5qXWcu-ybrhHpepoCvthZZSaX1CYiECrQ">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://ca.linkedin.com/in/dipankar-mazumdar?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Dipankar Mazumdar, M.Sc </p> </a> <a href="https://www.linkedin.com/posts/dipankar-mazumdar_apacheiceberg-parquet-dataengineering-activity-7202117660568948737-Fb-1?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> Lakehouse Table Formats: Under the Hood Apache Hudi, #ApacheIceberg & Delta Lake are the 3 prominent table formats that enable an open lakehouse architecture. One of the most common question that I usually get from people is that how do these 3 formats differ fundamentally. Well, the first thing to know about these table formats is that they are not something new. Table formats have been around for a while, starting with OLTP db to OLAP data warehouses. The distinction is that vendor databases have had formats that are traditionally closed in nature, i.e. proprietary (developed for their compute & storage engine). At it's most basic form, these table formats are a "metadata layer" on top of data file formats such as #Parquet. When the data is written to a distributed file system, these 3 formats have similar structure. You can see this in the image below where the 'Data Layer' (containing the Parquet files) is common for all of the three. The only difference is "how" the metadata layer is designed for each of the formats. If you see in the image, a Hudi table is a directory with the ".hoodie" metadata. Similarly, Delta has a JSON log . And, Iceberg has the metadata file, manifest list & manifest file. To summarize, ✅ Table formats act as a metadata layer on top of the file formats like Parquet ✅ They provide a table-like abstraction over these file formats and with it a schema, commit history, partitions, and column stats. ✅ In a technical sense, they are a set of APIs for compute engines to interact with tables. But, this is not all. While table formats provide the basis for storing data openly, you still need a Storage Engine that provides features such as ACID transactions, indexing, clustering, concurrency control, etc. This ensures the transactional capabilities and guarantees necessary for workloads. [Open Table Format + Storage Engine] = Transactional Database Layer Bring up any questions! #dataengineering #softwareengineering </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="197 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="197" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 197 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="19" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 19 Comments </div>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="Lakehouse Table Formats: Under the Hood Apache Hudi, #ApacheIceberg & Delta Lake are the 3 prominent table formats that enable an open lakehouse architecture. One of the most common question that I usually get from people is that how do these 3 formats differ fundamentally. Well, the first thing to know about these table formats is that they are not something new. Table formats have been around for a while, starting with OLTP db to OLAP data warehouses. The distinction is that vendor databases have had formats that are traditionally closed in nature, i.e. proprietary (developed for their compute & storage engine). At it's most basic form, these table formats are a "metadata layer" on top of data file formats such as #Parquet. When the data is written to a distributed file system, these 3 formats have similar structure. You can see this in the image below where the 'Data Layer' (containing the Parquet files) is common for all of the three. The only difference is "how" the metadata layer is designed for each of the formats. If you see in the image, a Hudi table is a directory with the ".hoodie" metadata. Similarly, Delta has a JSON log . And, Iceberg has the metadata file, manifest list & manifest file. To summarize, ✅ Table formats act as a metadata layer on top of the file formats like Parquet ✅ They provide a table-like abstraction over these file formats and with it a schema, commit history, partitions, and column stats. ✅ In a technical sense, they are a set of APIs for compute engines to interact with tables. But, this is not all. While table formats provide the basis for storing data openly, you still need a Storage Engine that provides features such as ACID transactions, indexing, clustering, concurrency control, etc. This ensures the transactional capabilities and guarantees necessary for workloads. [Open Table Format + Storage Engine] = Transactional Database Layer Bring up any questions! #dataengineering #softwareengineering" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQGDJAU4UhCKow/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1717118658495?e=2147483647&v=beta&t=PO3OdqpMfe_21r8JHAcfHXVfWUO-2at7zliLEXlhHC0">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/pamela-s-fox?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEU1nccTOE9aQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1682374781772?e=2147483647&v=beta&t=kK2dL69zEKusQDJZ3WHG6zoQn2JXLsWqOGIjiFNluqw" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Pamela Fox </p> </a> <a href="https://www.linkedin.com/posts/pamela-s-fox_function-calling-for-rag-query-rewriting-activity-7223813814876565504-cvZw?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> I did a quick test of the new function calling in #ollama using llama3.1 8B model. The good news is that the API works! The bad news is that llama3.1 does a poor job at formatting function args according to my tool spec. A comparison w/ gpt-35-turbo: https://lnkd.in/g_R3ExQn Anyone had success with local SLMs and function calling? </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="17 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="17" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 17 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="I did a quick test of the new function calling in #ollama using llama3.1 8B model. The good news is that the API works! The bad news is that llama3.1 does a poor job at formatting function args according to my tool spec. A comparison w/ gpt-35-turbo: https://lnkd.in/g_R3ExQn Anyone had success with local SLMs and function calling?" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQF0U3JPQ0J73w/articleshare-shrink_800/articleshare-shrink_800/0/1722291408444?e=2147483647&v=beta&t=YvcAaOyOGNBt5ZGiAD1Ilqx_1jxszf1EvcnLMj4I1H8">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://hr.linkedin.com/in/vb-software?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Vedran B. </p> </a> <a href="https://www.linkedin.com/posts/vb-software_the-return-of-procedural-programming-richard-activity-7270342894882836480-c4iF?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> I've noticed a strange correlation over decades: people who can't make a maintainable solution with the simple procedural style of programming will usually create a complete maintenance nightmare with object-oriented models. It seems like the only people left advocating for object-oriented models are consultants who do seminars, books, videos, and talks, selling you various patterns - not doing production software. As someone said in comments: OOP is an ideological nightmare imposed on our profession. </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="47 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="47" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="APPRECIATION" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyfai5zw4nrqhyyhl0p7so58v" height="16px" width="16px"> <img alt data-reaction-type="ENTERTAINMENT" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/22ifp2etz8kb9tgjqn65s9ics" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 47 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="32" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 32 Comments </div>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="I've noticed a strange correlation over decades: people who can't make a maintainable solution with the simple procedural style of programming will usually create a complete maintenance nightmare with object-oriented models. It seems like the only people left advocating for object-oriented models are consultants who do seminars, books, videos, and talks, selling you various patterns - not doing production software. As someone said in comments: OOP is an ideological nightmare imposed on our profession." aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D4D27AQHVWlI-yjDtGw/articleshare-shrink_800/articleshare-shrink_800/0/1733224581999?e=2147483647&v=beta&t=I1ih72iOrL0oWOl2PUeDPKhPMcbrt68ck1xU8pK7iAo">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://in.linkedin.com/in/raghuveer-bhandarkar-6545567?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C5103AQGiOvJnBHE4eQ/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1550808096242?e=2147483647&v=beta&t=Uc41cxFUMbaZfSd0jbZl7n_NVFAciEjj7mF4rCVcBAc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Raghuveer Bhandarkar </p> </a> <a href="https://www.linkedin.com/posts/raghuveer-bhandarkar-6545567_github-langchain-ailanggraph-build-resilient-activity-7284544188828786688-7gWW?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> If you are using AI Agents, here is a curated list of top frameworks to consider. (Note that the order is irrelevant). - LangGraph (https://lnkd.in/g7_wCcwM) - CrewAI (https://lnkd.in/g8Vk832N) - AutoGen (https://lnkd.in/gbVQVaay) - Pydantic AI (https://lnkd.in/gQj7Qave) - Smol Agents (https://lnkd.in/gwWYq7Ji) - Phidata (https://lnkd.in/gJDi3seG) #AI #GenerativeAI #Agents </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="27 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="27" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 27 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="If you are using AI Agents, here is a curated list of top frameworks to consider. (Note that the order is irrelevant). - LangGraph (https://lnkd.in/g7_wCcwM) - CrewAI (https://lnkd.in/g8Vk832N) - AutoGen (https://lnkd.in/gbVQVaay) - Pydantic AI (https://lnkd.in/gQj7Qave) - Smol Agents (https://lnkd.in/gwWYq7Ji) - Phidata (https://lnkd.in/gJDi3seG) #AI #GenerativeAI #Agents " aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D4E27AQF2l-lMhHybBQ/articleshare-shrink_800/articleshare-shrink_800/0/1738335293343?e=2147483647&v=beta&t=yTNNVKhTovXuvoEX6_4AEAK8wbvXewU-EF5TF7QXj74">  </div> </a> </div> </li> <li class="border-b-1 border-solid border-color-divider max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/rizwanzali?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQGprCe82krLJw/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1517712369599?e=2147483647&v=beta&t=S_QpOJ6fuOyOZkXbUwkfzetJKzRs2YyP1FJPjK7IPcs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Rizwan Ali </p> </a> <a href="https://www.linkedin.com/posts/rizwanzali_ai-model-api-providers-analysis-artificial-activity-7215472828685373440-YV3Z?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> In the age of AI, choosing the right language model can be critical. Performance benchmarking is essential for evaluating AI models. It allows comparing different models based on factors like quality and output speed. The findings of this analysis is quite interesting and there is a clear trade-off between model quality and output speed, with higher quality models typically having lower output speed. </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="22 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="22" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 22 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> </div>  </div>  </a> </div> </li> <li class=" max-w-[360px] mb-1"> <div class="aside-activity-card "> <a href="https://www.linkedin.com/in/markkromer?trk=public_profile_relatedPosts_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline"> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFrY2xyGS6esA/profile-displayphoto-shrink_200_200/B56ZS7mMkPGoAc-/0/1738314140468?e=2147483647&v=beta&t=6ubrinoAg9hwut34TLP-RUScE4y9iyLvAPHSivrTkTU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> </div> <p class="face-pile__text self-center font-sans text-sm link-styled hover:underline"> Mark Kromer </p> </a> <a href="https://www.linkedin.com/posts/markkromer_introducing-the-fabric-data-factory-invoke-activity-7244734454169026560-iHJ8?trk=public_profile_relatedPosts" target="_self" data-tracking-control-name="public_profile_relatedPosts" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link mt-0 mb-0.5">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative">  </h3> <p class="base-aside-card__subtitle font-sans text-sm text-color-text leading-open mt-0.5 break-words overflow-anywhere line-clamp-2"> A really exciting #DataFactory pipeline announcment this week at #Microsoft #Fabric conference that I am really super-excited about is the updated Invoke Pipeline activity. https://lnkd.in/g87s2M4V With this new update, you can now leverage the existing patterns and pipelines that you've developed in ADF and Synapse pipelines inside of your Fabric Data Factory pipelines! This opens up many exciting new patterns in Fabric to leverage Mapping Data Flows, SSIS, SHIR-based copy activities, VNET pipelines, and many more that can now get directly invoked from Fabric. Enjoy and happy ETLing! https://lnkd.in/gaQnwKvf </p>   <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs aside-activity-card__social-actions -mt-0.5"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="120 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="120" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2tzoeodxy0zug4455msr0oq0v" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 120 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="8" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 8 Comments </div>  </div> </div>  </div> <div class="base-aside-card__media flex-shrink-0 mr-0.5 overflow-hidden relative rounded-md h-[75px] w-[75px] base-aside-card__media--right"> <img alt="A really exciting #DataFactory pipeline announcment this week at #Microsoft #Fabric conference that I am really super-excited about is the updated Invoke Pipeline activity. https://lnkd.in/g87s2M4V With this new update, you can now leverage the existing patterns and pipelines that you've developed in ADF and Synapse pipelines inside of your Fabric Data Factory pipelines! This opens up many exciting new patterns in Fabric to leverage Mapping Data Flows, SSIS, SHIR-based copy activities, VNET pipelines, and many more that can now get directly invoked from Fabric. Enjoy and happy ETLing! https://lnkd.in/gaQnwKvf" aria-hidden="true" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQFkjrqe7IgJpg/articleshare-shrink_800/articleshare-shrink_800/0/1727279139484?e=2147483647&v=beta&t=c9_kuwqiyTZK1V-one_SxSioRLqI8pOgK7opPMmSooQ">  </div> </a> </div> </li> </ul> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="public_profile_relatedPosts_show_more"> Show more posts <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="public_profile_relatedPosts_show_more"> Show fewer posts <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> </div> </div> </section> <section class="aside-section-container mb-4">   <div class="aside-section-container__content break-words"> <section class="content-hub-cta container-lined p-2 max-w-[300px] font-sans text-color-text !max-w-none" data-nosnippet="true"> <div class="flex flex-row"> <img class="content-hub-cta__img block mr-1.5 w-6 h-6" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c8ms9smqq4fefx1fgb22l0eus" alt> <h2 class="content-hub-cta__title text-lg font-bold m-0"> Explore collaborative articles </h2> </div> <p class="content-hub-cta__body text-sm font-light leading-open my-1"> We’re unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI. </p> <a href="https://www.linkedin.com/pulse/topics/home/" class="content-hub-cta__btn btn-md btn-secondary-emphasis text-md font-bold mt-1 block box-border" data-tracking-control-name="public_profile_content-hub-cta" data-tracking-will-navigate> Explore More </a> </section> </div> </section>  <section class="aside-section-container mb-4 course-recommendations"> <h2 class="aside-section-container__title section-title"> Add new skills with these courses </h2>  <div class="aside-section-container__content break-words"> <ul class="course-recommendations__courses"> <li class="course-recommendations__course">  <a href="https://www.linkedin.com/learning/end-to-end-real-world-data-engineering-project-with-snowflake?trk=public_profile_recommended-course" target="_self" data-tracking-control-name="public_profile_recommended-course" data-tracking-will-navigate class="base-card relative w-full hover:no-underline 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data-tracking-control-name="footer-lang-dropdown_trigger"> <span class="language-selector__label-text mr-0.5 break-words"> Language </span> <icon class="language-selector__label-chevron w-2 h-2 absolute top-0 right-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> </div> </li> </ul>  </footer> <div class="guest-upsells"> <form class="google-auth base-google-auth" action="https://www.linkedin.com/uas/login-submit" method="post"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden"> <input name="trk" value="public_profile_google-one-tap-submit" type="hidden"> <code id="termsAndConditionsRendered" style="display: none"></code> <div class="google-one-tap__module hidden fixed flex flex-col items-center top-[20px] right-[20px] z-[9999]"> <div class="relative top-2 bg-color-background-container-tint pl-2 pr-1 pt-2 pb-3 w-[375px] rounded-md shadow-2xl"> <p class="text-md font-bold text-color-text"> Agree & Join LinkedIn </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 !text-sm !text-color-text" data-impression-id="public_profile_one-tap-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> <div data-tracking-control-name="public_profile_google-one-tap" id="google-one-tap__container"></div> </div> <div class="loader loader--full-screen"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--large fill-currentColor h-[60px] min-h-[60px] w-[60px] min-w-[60px]"></icon> </div> </div> </form> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/29rdkxlvag0d3cpj96fiilbju" data-module-id="google-gsi-lib"></script> <code id="isLinkedInAppWebView" style="display: none"></code> <code id="shouldRemoveUndefinedValues" style="display: none"></code> <code id="isItpSupportEnabled" style="display: none"></code> <code id="isFedCMEnabled" style="display: none"></code> <code id="isGoogleAuthButtonLocaleSupportEnabled" style="display: none"></code> <code id="gsiLocale" style="display: none"></code> <div class="contextual-sign-in-modal base-contextual-sign-in-modal" data-impression-id="public_profile_contextual-sign-in-modal" data-cool-off-enabled data-show-on-page-load>  <div class>  <div id="base-contextual-sign-in-modal" class="modal modal--contextual-sign-in" data-outlet="base-contextual-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="base-contextual-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_profile_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative rounded-[50%] w-16 h-16 bg-color-entity-ghost-background contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="base-contextual-sign-in-modal-modal-header"> View Dave’s full profile </h2>  <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full">  <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button">  <div class="google-auth-button__placeholder mx-auto " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div> <div class="sign-in-modal" data-impression-id="public_profile_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary btn-secondary" data-tracking-client-ingraph data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="base-sign-in-modal">  Sign in </button> <div class>  <div id="base-sign-in-modal" class="modal modal--sign-in" data-outlet="base-sign-in-modal">  <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="base-sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></code>  <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="e5913eb7-5047-4679-8d51-a69b821635e9" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="base-sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="username" id="base-sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="base-sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="base-sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="base-sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="base-sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/in/davebechberger" type="hidden">  </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_profile_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_profile_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_profile_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_profile_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder mx-auto google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>  </div> </div>  <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div>  </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=davebechberger&trk=public_profile_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div>  </section> </div> </div> </div> </div> <div class="cta-modal overflow-hidden container-raised z-10 fixed bottom-3 right-3 min-h-[56px] p-2 babybear:hidden windows-app-upsell windows-app-upsell--msft flex flex-col p-2 w-[359px] !bg-[#F1F8FA] opacity-90 backdrop-blur-[2px] z-1" data-impression-id="public_profile_windows-app-upsell_cta-modal" role="dialog" aria-labelledby="cta-modal-header" aria-describedby="cta-modal-subheader"> <div class="windows-app-upsell__linkedin-title-container pt-[6px] mb-1.5 flex align-center"> <icon class="windows-app-upsell__linkedin-bug-icon block w-[21px] h-[21px]" data-svg-class-name="windows-app-upsell__linkedin-bug-icon-svg w-[21px] h-[21px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/euqjj7tf5wvr33frd3x1jj9s"></icon> <p class="windows-app-upsell__linkedin-title uppercase text-xs text-color-text-secondary leading-[21px] ml-1"> LinkedIn </p> </div> <p class="windows-app-upsell__title font-sans text-md text-color-text-accent-4-hover font-semibold leading-regular mb-1"> LinkedIn is better on the app </p> <p class="windows-app-upsell__body font-sans text-sm text-color-text-secondary leading-regular"> Don’t have the app? Get it in the Microsoft Store. </p> <a class="windows-app-upsell__cta btn-sm btn-secondary-emphasis mt-2 mb-[6px] w-fit" href="ms-windows-store://pdp/?ProductId=9WZDNCRFJ4Q7&mode=mini&cid=guest_desktop_upsell" data-tracking-client-ingraph data-tracking-control-name="public_profile_windows-app-upsell_cta" data-tracking-will-navigate> Open the app </a> <button class="cta-modal__dismiss-btn absolute h-4 w-4 p-1 top-2 right-2 hover:cursor-pointer focus:outline focus:outline-2 focus:outline-color-action" data-tracking-control-name="public_profile_windows-app-upsell_dismiss" aria-label="Dismiss"> <icon class="cta-modal__dismiss-icon block h-2 w-2 onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/adzjokfylbe8pvjr9h8iv96mw"></icon> </button> </div> </div> <code id="disableOneTapOnInitIfCsm" style="display: none"></code>  <code id="enableFingerprintingJS" style="display: none"></code> <code id="fingerprintingUrlPath" style="display: none"></code> <code id="fingerprintingWaitTime" style="display: none"></code> <script src="https://static.licdn.com/aero-v1/sc/h/5c81icanok4a9if4xo1qkuq7c" async></script>  <script src="https://static.licdn.com/aero-v1/sc/h/ersyy57tjtdm6l0d5jctvgx1p" async defer></script>   </body> </html>

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Dave Bechberger - Amazon Web Services (AWS) | LinkedIn