Crunchy Data | LinkedIn

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The Trusted Open Source Enterprise PostgreSQL Leader | Crunchy Data is the industry leader in enterprise PostgreSQL support and open source solutions. Crunchy Data was founded in 2012 with the mission of bringing the power and efficiency of open source PostgreSQL to security-conscious organizations and eliminate expensive proprietary software costs. Since then, Crunchy Data has leveraged its expertise in managing large-scale, mission-critical systems to provide a suite of products and services, including: * Building secure &amp; mission-critical PostgreSQL deployments * Architecting on-demand, secure database provisioning solutions on any cloud infrastructure * Eliminating support inefficiencies to provide customers with guaranteed access to highly-trained engineers * Helping enterprises to adopt large-scale, open source solutions safely and at scale Crunchy Data is committed to hiring and investing in the best talent available to provide unsurpassed PostgreSQL expertise to your enterprise."> <meta property="og:title" content="Crunchy Data | LinkedIn"> <meta property="og:description" content="Crunchy Data | 5,760 followers on LinkedIn. The Trusted Open Source Enterprise PostgreSQL Leader | Crunchy Data is the industry leader in enterprise PostgreSQL support and open source solutions. Crunchy Data was founded in 2012 with the mission of bringing the power and efficiency of open source PostgreSQL to security-conscious organizations and eliminate expensive proprietary software costs. Since then, Crunchy Data has leveraged its expertise in managing large-scale, mission-critical systems to provide a suite of products and services, including: * Building secure &amp; mission-critical PostgreSQL deployments * Architecting on-demand, secure database provisioning solutions on any cloud infrastructure * Eliminating support inefficiencies to provide customers with guaranteed access to highly-trained engineers * Helping enterprises to adopt large-scale, open source solutions safely and at scale Crunchy Data is committed to hiring and investing in the best talent available to provide unsurpassed PostgreSQL expertise to your enterprise."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_200_200/company-logo_200_200/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=3ko10aVdnq9WONaCXynnMpFtOtvJR_G9HDUTzdmIxvs"> <meta property="og:type" content="article"> <meta property="og:url" content="https://www.linkedin.com/company/crunchy-data-solutions-inc-"> <meta name="twitter:card" content="summary"> <meta name="twitter:site" content="@linkedin"> <meta name="twitter:title" content="Crunchy Data | LinkedIn"> <meta name="twitter:description" content="Crunchy Data | 5,760 followers on LinkedIn. The Trusted Open Source Enterprise PostgreSQL Leader | Crunchy Data is the industry leader in enterprise PostgreSQL support and open source solutions. Crunchy Data was founded in 2012 with the mission of bringing the power and efficiency of open source PostgreSQL to security-conscious organizations and eliminate expensive proprietary software costs. Since then, Crunchy Data has leveraged its expertise in managing large-scale, mission-critical systems to provide a suite of products and services, including: * Building secure &amp; mission-critical PostgreSQL deployments * Architecting on-demand, secure database provisioning solutions on any cloud infrastructure * Eliminating support inefficiencies to provide customers with guaranteed access to highly-trained engineers * Helping enterprises to adopt large-scale, open source solutions safely and at scale Crunchy Data is committed to hiring and investing in the best talent available to provide unsurpassed PostgreSQL expertise to your enterprise."> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_200_200/company-logo_200_200/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=3ko10aVdnq9WONaCXynnMpFtOtvJR_G9HDUTzdmIxvs"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/organization-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/organization-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static-exp2.licdn.com/aero-v1/sc/h/3tltlkrg44riyryeis3xz52t4"> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"Organization","name":"Crunchy Data","url":"https://www.linkedin.com/company/crunchy-data-solutions-inc-","address":{"type":"PostalAddress","streetAddress":"162 Seven Farms Dr","addressLocality":"Charleston","addressRegion":"South Carolina","postalCode":"29492","addressCountry":"US"},"description":"Crunchy Data is the industry leader in enterprise PostgreSQL support and open source solutions.\n\nCrunchy Data was founded in 2012 with the mission of bringing the power and efficiency of open source PostgreSQL to security-conscious organizations and eliminate expensive proprietary software costs. Since then, Crunchy Data has leveraged its expertise in managing large-scale, mission-critical systems to provide a suite of products and services, including:\n\n* Building secure & mission-critical PostgreSQL deployments\n* Architecting on-demand, secure database provisioning solutions on any cloud infrastructure\n* Eliminating support inefficiencies to provide customers with guaranteed access to highly-trained engineers\n* Helping enterprises to adopt large-scale, open source solutions safely and at scale\n\nCrunchy Data is committed to hiring and investing in the best talent available to provide unsurpassed PostgreSQL expertise to your enterprise.","numberOfEmployees":{"value":98,"@type":"QuantitativeValue"},"logo":{"contentUrl":"https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_200_200/company-logo_200_200/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=3ko10aVdnq9WONaCXynnMpFtOtvJR_G9HDUTzdmIxvs","description":"Crunchy 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font-bold leading-open text-color-text mb-0"> Crunchy Data </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> Software Development </h2> <h3 class="top-card-layout__first-subline font-sans text-md leading-open text-color-text-low-emphasis"> Charleston, South Carolina <span class="before:middot"></span> 5,760 followers </h3> <h4 class="top-card-layout__second-subline font-sans text-sm leading-open text-color-text-low-emphasis mt-0.5"> <span class="line-clamp-2">The Trusted Open Source Enterprise PostgreSQL Leader</span> </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/jobs/crunchy-data-jobs-worldwide?f_C=2833715&trk=top-card_top-card-primary-button-top-card-primary-cta" 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hover:bg-color-background-container-tint outline-offset-[-2px]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this company </a>  </li>  </ul>  </div> </div>  </div> </section> <div class="details mx-details-container-padding">  <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 text-color-text" data-test-id="about-us">  <h2 class="core-section-container__title section-title"> About us </h2>  <div class="core-section-container__content break-words"> <p class="break-words whitespace-pre-wrap text-color-text" data-test-id="about-us__description"> Crunchy Data is the industry leader in enterprise PostgreSQL support and open source solutions. Crunchy Data was founded in 2012 with the mission of bringing the power and efficiency of open source PostgreSQL to security-conscious organizations and eliminate expensive proprietary software costs. Since then, Crunchy Data has leveraged its expertise in managing large-scale, mission-critical systems to provide a suite of products and services, including: * Building secure & mission-critical PostgreSQL deployments * Architecting on-demand, secure database provisioning solutions on any cloud infrastructure * Eliminating support inefficiencies to provide customers with guaranteed access to highly-trained engineers * Helping enterprises to adopt large-scale, open source solutions safely and at scale Crunchy Data is committed to hiring and investing in the best talent available to provide unsurpassed PostgreSQL expertise to your enterprise. </p> <dl class="mt-6"> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__website"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Website </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> <a class="link-no-visited-state hover:no-underline" data-tracking-control-name="about_website" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fcrunchydata%2Ecom&urlhash=WBWY&trk=about_website" target="_blank" rel="noopener" data-tracking-will-navigate aria-describedby="websiteLinkDescription"> https://crunchydata.com <icon class="align-middle" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9" aria-hidden="true"></icon> </a> <p class="hidden" id="websiteLinkDescription">External link for Crunchy Data</p> </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__industry"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Industry </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Software Development </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__size"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Company size </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> 51-200 employees </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__headquarters"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Headquarters </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Charleston, South Carolina </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__organizationType"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Type </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Privately Held </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__foundedOn"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Founded </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> 2012 </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__specialties"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Specialties </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> PostgreSQL, Security, Kubernetes, Containers, Geospatial, PostGIS, and Cloud </dd> </div> </dl> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4" data-test-id="products">  <h2 class="core-section-container__title section-title"> Products </h2>  <div class="core-section-container__content break-words"> <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 "> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/products/crunchy-data-solutions-inc--crunchy-bridge/" data-tracking-control-name="organization_guest_main_product_card" data-tracking-will-navigate> <span class="sr-only"> <img class="inline-block relative w-6 h-6 !block" data-delayed-url="https://media.licdn.com/dms/image/v2/C5633AQG5ijw8yuFnuA/productpage-logo-image_100_100/productpage-logo-image_100_100/0/1631001231773/crunchy_data_solutions_inc__crunchy_bridge_logo?e=2147483647&v=beta&t=oEWXQNkrFZ9lEBnuJo5xirI1Z_Q2HO1KsIrqwZ15mOg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Click here to view Crunchy Bridge"> Crunchy Bridge </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="mamabear:h-[100%] papabear:h-[100%]" data-delayed-url="https://media.licdn.com/dms/image/v2/C5633AQH7b25iCWLM_g/productpage-image_1128_635/productpage-image_1128_635/0/1619533108424/crunchy_data_solutions_inc__crunchy_bridge_image?e=2147483647&v=beta&t=PJhNe4Mo3YuvLH_2Q9Hg8_yiebJGcBYIMfJb1u20Qjk" alt="Click here to view Crunchy Bridge">  </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 "> <img class="inline-block relative w-6 h-6 !block" data-delayed-url="https://media.licdn.com/dms/image/v2/C5633AQG5ijw8yuFnuA/productpage-logo-image_100_100/productpage-logo-image_100_100/0/1631001231773/crunchy_data_solutions_inc__crunchy_bridge_logo?e=2147483647&v=beta&t=oEWXQNkrFZ9lEBnuJo5xirI1Z_Q2HO1KsIrqwZ15mOg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Click here to view Crunchy Bridge"> Crunchy Bridge </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> <a class="link-styled z-1" href="https://www.linkedin.com/products/categories/database-as-a-service-software?trk=organization_guest_main_product_card_category_link" aria-label="View Database as a Service (DBaaS) Software on LinkedIn" data-tracking-control-name="organization_guest_main_product_card_category_link" data-tracking-will-navigate> Database as a Service (DBaaS) Software </a> </h4> <p class="base-main-card__description body-text text-color-text "> Fully Managed Postgres as a Service from Crunchy Data on your choice of Amazon AWS, Microsoft Azure and Google Cloud. The managed PostgreSQL database service that allows you to focus on your application, not your database. Harness the power of Postgres on the cloud provider of your choice with trusted Crunchy Data support. </p>  </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 locations">  <h2 class="core-section-container__title section-title"> Locations </h2>  <div class="core-section-container__content break-words"> <ul class="show-more-less__list show-more-less__list--no-hidden-elems" data-impression-id="org-locations_show-more-less"> <li class="mb-3 papabear:w-50% papabear:odd:mr-2 papabear:odd:w-[calc(50%-16px)]"> <span class="tag-sm tag-enabled"> Primary </span> <div id="address-0"> <p> 162 Seven Farms Dr </p>  <p> Charleston, South Carolina 29492, US </p> </div> <a class="link-no-visited-state hover:no-underline" data-tracking-control-name="org-locations_url" href="https://www.bing.com/maps?where=162+Seven+Farms+Dr+Charleston+29492+South+Carolina+US&trk=org-locations_url" target="_blank" rel="noopener" data-tracking-will-navigate aria-describedby="address-0"> Get directions <icon class="align-middle" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9" aria-hidden="true"></icon> </a> </li> <li class="mb-3 papabear:w-50% papabear:odd:mr-2 papabear:odd:w-[calc(50%-16px)]">  <div id="address-1"> <p> 12100 Sunset Hills Rd </p> <p> #210 </p> <p> Reston, Virginia 20190, US </p> </div> <a class="link-no-visited-state hover:no-underline" data-tracking-control-name="org-locations_url" href="https://www.bing.com/maps?where=12100+Sunset+Hills+Rd+%23210+Reston+20190+Virginia+US&trk=org-locations_url" target="_blank" rel="noopener" data-tracking-will-navigate aria-describedby="address-1"> Get directions <icon class="align-middle" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9" aria-hidden="true"></icon> </a> </li> <li class="mb-3 papabear:w-50% papabear:odd:mr-2 papabear:odd:w-[calc(50%-16px)]">  <div id="address-2"> <p> 115 Broadway </p>  <p> New York, NY 10004, US </p> </div> <a class="link-no-visited-state hover:no-underline" data-tracking-control-name="org-locations_url" href="https://www.bing.com/maps?where=115+Broadway+New+York+10004+NY+US&trk=org-locations_url" target="_blank" rel="noopener" data-tracking-will-navigate aria-describedby="address-2"> Get directions <icon class="align-middle" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9" aria-hidden="true"></icon> </a> </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" data-test-id="employees-at">  <h2 class="core-section-container__title section-title"> Employees at Crunchy Data </h2>  <div class="core-section-container__content break-words"> <ul> <li> <a href="https://www.linkedin.com/in/evanmacbeth?trk=org-employees" target="_self" data-tracking-control-name="org-employees" 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 ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQE_4QWprFyB_Q/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1523488986309?e=2147483647&v=beta&t=Xe7Txct4Jqgx-otPwzFlXKPDUQG3vqrpbHVoJ-8esP0" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Evan Macbeth’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 "> Evan Macbeth  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Senior Director of Support at Crunchy Data </h4>   </div>  </a> </li> <li> <a href="https://ca.linkedin.com/in/paul-ramsey-717134?trk=org-employees" target="_self" data-tracking-control-name="org-employees" 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 ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHtoe1ct_fnxg/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1553728387160?e=2147483647&v=beta&t=a1d0KooUUS6NInPh89EgTW2sGG04RVWwxfm4tJq2AOE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Paul Ramsey’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 "> Paul Ramsey  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Executive Geospatial Engineer at Crunchy Data </h4>   </div>  </a> </li> <li> <a href="https://www.linkedin.com/in/tomroberts3?trk=org-employees" target="_self" data-tracking-control-name="org-employees" 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 ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQG9cd8nwHfb-w/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1527681945074?e=2147483647&v=beta&t=kBpTqwfQR1_kVs1vtUD5enSPal_nQVFYIlpvaLgYiJU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Tom Roberts’ 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 "> Tom Roberts  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> General Partner, Harbert Growth Partners </h4>   </div>  </a> </li> <li> <a href="https://www.linkedin.com/in/jsoyland?trk=org-employees" target="_self" data-tracking-control-name="org-employees" 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 ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4D03AQFWZkR9SIZcCA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1516258143488?e=2147483647&v=beta&t=3DMp3OeU_QUYqqkCUIlIj2WpKUlleLuRVOCj9qbH73A" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Jesse Soyland’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 "> Jesse Soyland  </h3>    </div>  </a> </li> </ul> <a class="mt-4 inline-block btn-md btn-secondary-emphasis hover:no-underline" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fsearch%2Fresults%2Fpeople%2F%3FfacetCurrentCompany%3D%255B2833715%255D&trk=public_biz_employees-join" data-tracking-control-name="public_biz_employees-join" data-tracking-will-navigate> See all employees </a> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 updates" data-test-id="updates">  <h2 class="core-section-container__title section-title"> Updates </h2>  <div class="core-section-container__content break-words"> <ul class="updates__list"> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_pgvector-rag-ai-activity-7271913816089620480-DrdX" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 1"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7271913816089620480" data-featured-activity-urn="urn:li:activity:7271913816089620480" data-attributed-urn="urn:li:share:7271913814646751232" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1d  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static-exp2.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"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7271913816089620480" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">A RAG AI system doesn’t have to be complicated. You might want to add custom information to your project without touching other parts of the LLM. <a class="link" href="https://ca.linkedin.com/in/paul-ramsey-717134?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Paul Ramsey</a> has a simple solution. In today’s blog he shows you how to add a table of data to be used with the pgvector extension. Then he drafts up a small function to combine the new data with LLM data. 💥 RAG system and personalized AI answers right out of Postgres with a few simple commands. <a class="link" href="https://lnkd.in/gj4UUKcp?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/gj4UUKcp</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fpgvector&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#pgvector</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Frag&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#RAG</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fai&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#AI</a> <a class="link" href="https://www.linkedin.com/company/ollama?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Ollama</a> <a class="link" href="https://www.linkedin.com/company/openai?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>OpenAI</a></p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQFRnucZwyHSRA/feedshare-shrink_800/feedshare-shrink_800/0/1733759358223?e=2147483647&v=beta&t=45RdhvHCB_nbvlaJxpM1hHG1eXeozJvT03zP1NZB64I" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="14 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="14" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 14 </span> </a> <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>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="2" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 2 Comments </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span 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class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_engineering-a-kubernetes-operator-lessons-activity-7271572993921708033-eBOJ" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 2"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7271572993921708033" data-featured-activity-urn="urn:li:activity:7271572993921708033" data-attributed-urn="urn:li:share:7270843471450562560" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2d  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static-exp2.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"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7271572993921708033" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary">The operator pattern for Kubernetes isn't something new these days, but it was when we started. The Postgres Operator which powers Crunchy Postgres for Kubernetes was one of the earliest Operators and today powers production workloads of all scale. Over the past 7 years it's gone through several evolutions to get to where it is today. Want to learn more about that journey? Give a watch to our engineering leader Andrew L'Ecuyer's talk from KubeCon this year. <a class="link" href="https://lnkd.in/gdrxPytk?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/gdrxPytk</a></p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div> <div class="flex flex-col " data-test-id="ingested-content-summary-external-video-content"> <iframe allowfullscreen data-delayed-url="https://www.youtube-nocookie.com/embed/p2v7bPJkrVU?modestbranding=1&rel=0&autoplay=0&hl=en" frameborder="0" sandbox="allow-forms allow-scripts allow-same-origin allow-presentation" scrolling="no" title="Video media" class="h-[293px] w-main-feed-card-media object-cover"></iframe> <section class="py-1" data-test-id="ingested-content-summary-external-video-content__headings" data-feed-control="update_external_video_description" data-feed-action-type="viewLink"> <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eyoutube%2Ecom%2Fwatch%3Fv%3Dp2v7bPJkrVU&urlhash=CbZP&trk=organization_guest_main-feed-card_ingested-content-summary-external-video-content" target="_self" data-tracking-control-name="organization_guest_main-feed-card_ingested-content-summary-external-video-content" data-tracking-will-navigate> <h3 class="tw-feed-content-title" dir="ltr"> Engineering a Kubernetes Operator: Lessons Learned from Versions 1 to 5 - Andrew L'Ecuyer </h3> </a> <h4 class="tw-feed-content-subtitle"> https://www.youtube.com/ </h4> </section> </div>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate 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-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="2" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img 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style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_from-the-early-reinvent-release-announcements-activity-7270876016099680256-Zb1B" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 3"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7270876016099680256" data-featured-activity-urn="urn:li:activity:7270876016099680256" data-attributed-urn="urn:li:share:7270876015046881280" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 4d  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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" 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class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">From the early re:invent release announcements, there seems to be growing consensus that Iceberg has won - or perhaps at least is in the lead - on open table formats. This 'win' seems to have been foreshadowed by the Tabular acquisition, and evidenced further by AWS recent announcements regarding Iceberg support in S3. For those who have been watching the data lake space for sometime, this is perhaps not a surprise - Iceberg has a lot of benefits: - Reliable at scale - Cost-effectiveness - Efficient for large scale queries - Flexibility for analytics across a growing list BI tools and query engines For those with a more OLTP / Postgres view of data who may not have been paying as close attention to Iceberg, here are a few reasons why its is interesting: 💲 Object storage but tabular: Iceberg lets you live in a world that takes advantage of cost effective object storage in Terabytes and petabytes of size - but with the some added benefits of organized structure. It’s not just a huge unorganized data lake. 📊 Partitioned and structured: As a Postgres user, you know how much more efficient partitioned tables are when dealing with large scale data. Iceberg has a sort of hidden partitioning, with its own internal metadata for tracking and organizing partitions. ✍🏼 Writeable: Iceberg is fully writable, like a traditional database. It has ACID support and allows changes to the actual tabular structure (called evolution in the Iceberg world). Our team has been working hard to bring native Iceberg support to Postgres for almost a year now, with our recent Crunchy Data Warehouse announcement as just the beginning. We are looking forward to demonstrating how Iceberg and improve Postgres data workflows in the months to come.</p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQF2-n33uHRpFA/feedshare-shrink_800/feedshare-shrink_800/0/1733511927095?e=2147483647&v=beta&t=YOTERAvkAZPIJaQHQwI7ZNemavJfbBHn-GhvEuSSuF0" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="8 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="8" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 8 </span> </a> <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 class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_most-big-postgres-databases-today-are-using-activity-7270834244929617920-RMKJ" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 4"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7270834244929617920" data-featured-activity-urn="urn:li:activity:7270834244929617920" data-attributed-urn="urn:li:share:7270834243633586177" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 4d  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static-exp2.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"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7270834244929617920" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">Most big Postgres databases today are using partitioning. Do you have a default partition? If not, you probably should. Default partitions are super important because they let you catch inconsistent data or bugs in your application code. If you’re using partitioning you should: ✅ create a default partition ✅ monitor the default - you don’t want this filling up with un-partitioned data rows ✅ move default rows to child tables Now there’s some tricks to moving rows to child tables. Because of the check constraints created by child partition tables, you’ll need to do this in a single transaction: - remove that data from the default partition - add the new child partition - reinsert the data back via the parent so the data routes to the new partition pg_partman, the partitioning extension, can really help with default partition management: * pg_partman can make some of this easier: * pg_partman makes default partitions out of the box * pg_partman has a check_default function to monitor partitions * pg_partman has a partition_data_proc function to move default rows to new children See details and sample code on our blog today by our resident partition expert, <a class="link" href="https://www.linkedin.com/in/keithfiske?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Keith Fiske</a> <a class="link" href="https://lnkd.in/gu_T-Mb6?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/gu_T-Mb6</a> </p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQEsAn5e4pnWHw/feedshare-shrink_800/feedshare-shrink_800/0/1733501968263?e=2147483647&v=beta&t=s0C5ttltDlKTQNZ5WG1EoJtKcXZVN5hBqG_IlgbarG8" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="8 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="8" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 8 </span> </a> <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 class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_noaa-ais-shippingindustry-activity-7270471138755899393-K47a" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 5"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7270471138755899393" data-featured-activity-urn="urn:li:activity:7270471138755899393" data-attributed-urn="urn:li:share:7270471137485045760" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 5d  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static-exp2.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"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7270471138755899393" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary"><a class="link" href="https://www.linkedin.com/company/apacheiceberg?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Apache Iceberg</a> has been in the spotlight this week! We couldn’t be more excited. What better way to interact with Iceberg than through Postgres? <a class="link" href="https://nl.linkedin.com/in/marcoslot?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Marco Slot</a> shows how to use Crunchy Data Warehouse with <a class="link" href="https://www.linkedin.com/company/noaa?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>NOAA: National Oceanic & Atmospheric Administration</a> AIS data. Daily batches of AIS data in Iceberg and then reports and maps exposed through Postgres. <a class="link" href="https://lnkd.in/grRBxmyz?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/grRBxmyz</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fnoaa&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#NOAA</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fais&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#AIS</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fshippingindustry&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#shippingindustry</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fpostgresql&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#postgresql</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fapacheiceberg&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#apacheiceberg</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fdatalake&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#datalake</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fdatalakehouse&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#DataLakehouse</a></p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQGg6nO2g4-PpQ/feedshare-shrink_800/feedshare-shrink_800/0/1733415396532?e=2147483647&v=beta&t=qGp3pBrxxwM8qo3TPqDe_PtWQlQUX758WX7iw8rToys" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="18 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="18" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 18 </span> </a> <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 class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_we-have-been-talking-to-customers-a-lot-about-activity-7269799805537673216-rvT7" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 6"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7269799805537673216" data-featured-activity-urn="urn:li:activity:7269799805537673216" data-attributed-urn="urn:li:share:7269799804476489729" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1w  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static-exp2.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"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7269799805537673216" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">We have been talking to customers a lot about the medallion architecture with data. This is a pattern we see for data lakehouses. Having specific ‘tiers’ of data lets you organize data at different levels, each further refined than the other. Data flows through multiple stages, each serving a specific purpose in the pipeline. Common layers of the medallion architecture: • Bronze layer: Raw unprocessed data • Silver layer: Cleaned and processed • Gold Layer: Business intelligence and reporting Crunchy Data Warehouse is a full data stack offering all three of these in one system. ▻ ✦Bronze layer: Raw unprocessed data in flat files This is the foundation of the modern data pipeline. Typical files our customers use here are logs, JSON files, CSV files, and raw database extracts. Files are cheap to store and simple to write. Files are easily ingested by any simple ETL or noETL processes. ▻ ✦ Silver layer: Cleaned and processed in Iceberg This layer has cleaned and standardized raw data work done on quality and consistency. A great file format for this is Iceberg. It serves as a central repository of organized data with a schema and metadata. Raw data is easily organized into structured, partitioned, and optimized datasets for query efficiency. Using schema evolution, versioning, and support for ACID transactions - data quality and consistency are not lost. The scalability of Iceberg also supports large datasets with efficient query performance. ▻ ✦ Gold Layer: Business Intelligence and Reporting with PostgreSQL This layer focuses on performance and usability for downstream applications. By using PostgreSQL tables or materialized views (both with indexing) for querying insights, data is readily available and extremely performant. ➳ ➳ ➳ This combination leverages the simplicity of flat files, the scalability and transactional capabilities of Iceberg, and the structured query efficiency of Postgres to create a robust, flexible medallion architecture.</p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQEEj4t9ypfs4g/feedshare-shrink_800/feedshare-shrink_800/0/1733255338286?e=2147483647&v=beta&t=pi5fmq0iojajTuHQEi3BdcIZBo22tKLxM5y44TeJosA" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="49 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="49" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 49 </span> </a> <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>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" 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 </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint 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class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_lightning-talk-kubernetes-as-your-dba-activity-7269712055039877120-kWUC" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 7"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7269712055039877120" data-featured-activity-urn="urn:li:activity:7269712055039877120" data-attributed-urn="urn:li:share:7269437323304411137" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1w <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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" 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data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7269712055039877120" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary"><a class="link" href="https://fr.linkedin.com/in/karenhjex?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Karen Jex</a> was on stage at the <a class="link" href="https://www.linkedin.com/company/data-on-kubernetes-community?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Data on Kubernetes Community</a> day in connection with KubeConNA last month. She presented her talk on "Kubernetes as Your DBA". Karen digs into Crunchy Postgres for Kubernetes and how software and automation take the wheel for database administration. Check out the recording here: <a class="link" href="https://lnkd.in/gim_Aet6?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/gim_Aet6</a></p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div> <div class="flex flex-col " data-test-id="ingested-content-summary-external-video-content"> <iframe allowfullscreen data-delayed-url="https://www.youtube-nocookie.com/embed/TDZUNRIhDAg?modestbranding=1&rel=0&autoplay=0&hl=en" frameborder="0" sandbox="allow-forms allow-scripts allow-same-origin allow-presentation" scrolling="no" title="Video media" class="h-[293px] w-main-feed-card-media object-cover"></iframe> <section class="py-1" data-test-id="ingested-content-summary-external-video-content__headings" data-feed-control="update_external_video_description" data-feed-action-type="viewLink"> <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eyoutube%2Ecom%2Fwatch%3Fv%3DTDZUNRIhDAg&urlhash=IKSk&trk=organization_guest_main-feed-card_ingested-content-summary-external-video-content" target="_self" data-tracking-control-name="organization_guest_main-feed-card_ingested-content-summary-external-video-content" data-tracking-will-navigate> <h3 class="tw-feed-content-title" dir="ltr"> Lightning Talk: Kubernetes as Your DBA - Karen Jex, Crunchy Data </h3> </a> <h4 class="tw-feed-content-subtitle"> https://www.youtube.com/ </h4> </section> </div>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate 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-separate-ctas="false" 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-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> 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href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_louise-grandjonc-a-deep-dive-into-postgres-activity-7269436656347148288-lkBe" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 8"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7269436656347148288" data-featured-activity-urn="urn:li:activity:7269436656347148288" data-attributed-urn="urn:li:share:7269436655453773825" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1w  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" 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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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary">One of our amazing engineers, <a class="link" href="https://ca.linkedin.com/in/louise-grandjonc-leinweber-81502b80?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Louise Grandjonc Leinweber</a>, was at <a class="link" href="https://fr.linkedin.com/showcase/pgconfeu/?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>PostgreSQL Conference Europe</a> in October and presented a talk on Postgres statistics tables. Louise's talk is a really in-depth and comprehensive overview of how Postgres collects statistics and then uses those in query plans and decisions later. The recording is now available. This talk is a really deep dive into the Postgres back end - but with a lot of practical tips that affect your application and database queries. Put this one on your watch list for December. <a class="link" href="https://lnkd.in/g4r5duSb?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/g4r5duSb</a></p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div> <div class="flex flex-col " data-test-id="ingested-content-summary-external-video-content"> <iframe allowfullscreen data-delayed-url="https://www.youtube-nocookie.com/embed/ApAClPFJ_rU?modestbranding=1&rel=0&autoplay=0&hl=en" frameborder="0" sandbox="allow-forms allow-scripts allow-same-origin allow-presentation" scrolling="no" title="Video media" class="h-[293px] w-main-feed-card-media object-cover"></iframe> <section class="py-1" data-test-id="ingested-content-summary-external-video-content__headings" data-feed-control="update_external_video_description" data-feed-action-type="viewLink"> <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eyoutube%2Ecom%2Fwatch%3Fv%3DApAClPFJ_rU&urlhash=Nu7J&trk=organization_guest_main-feed-card_ingested-content-summary-external-video-content" target="_self" data-tracking-control-name="organization_guest_main-feed-card_ingested-content-summary-external-video-content" data-tracking-will-navigate> <h3 class="tw-feed-content-title" dir="ltr"> Louise Grandjonc - A Deep Dive into Postgres Statistics (PGConf.EU 2024) </h3> </a> <h4 class="tw-feed-content-subtitle"> https://www.youtube.com/ </h4> </section> </div>    <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 main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="39 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="39" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" 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href="https://www.linkedin.com/posts/crunchy-data-solutions-inc-_postgres-data-platform-postgres-has-never-activity-7268284412083986432-B9zo" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 9"> </a> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7268284412083986432" data-featured-activity-urn="urn:li:activity:7268284412083986432" data-attributed-urn="urn:li:share:7268284408741220353" data-id="main-feed-card">   <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_100_100/company-logo_100_100/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=nUW_8J7CDm4YQSdh1RQu6Qir3EswyAmm_4CjLnDQrpM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Crunchy Data, graphic">  </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/crunchy-data-solutions-inc-?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Crunchy Data" data-tracking-will-navigate> Crunchy Data </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  5,760 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1w  </time>  </span> </div>  </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <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="organization_guest_main-feed-card_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static-exp2.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"> <a href="/uas/login?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7268284412083986432" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this post </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">Postgres Data Platform Postgres has never been “just a database.” It’s best to think of it as a query-engine that sits on top of data stores. This modularity has always been in the architecture of Postgres. Most people use Postgres as an application database (OLTP) — if you have, then you’ve used HEAP tables. HEAP tables are the default local disk storage. Because it’s the default, this is how most developers think of Postgres — as an application database. But, the HEAP tables aren’t the real story. The HEAP tables just the storage structure. The real power of Postgres is a metadata layer that tracks where tables are stored. Even when using HEAP tables, Postgres uses a metadata layer to assign table and row structure to the underlying HEAP structure. Storing data across different mechanisms isn’t new to Postgres. Postgres has used different data structures since it implemented TOAST tables to overcome the default HEAP table size limitations. When querying a table that offloads large data to TOAST, the query interaction is seamless. That’s the power of the Postgres Data Platform: seamless interaction with data from various sources. Foreign Data Wrappers enable querying remote MongoDB, MySQL, ClickHouse, and CSV as if it was local. In the same Postgres query, join HEAP data to CSV to Iceberg to MongoDB. How crazy can you be with Postgres? <a class="link" href="https://ca.linkedin.com/in/paul-ramsey-717134?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Paul Ramsey</a> has an extension called pgsql-http to make HTTP requests from Postgres. README examples show how to use Postgres to interact with a REST interface, and explain how the response is represented as a table structure. Along with the query layer, Postgres includes security, optimization, transactions, and data organization: ∘ role based access control ∘ row-level security ∘ indexing & query optimization ∘ parallelel query execution ∘ transactions using write ahead logs ∘ built-in data types + customizable types ∘ name space using schema for organization ∘ foreign data wrappers to connect to other databases Postgres is a data platform.</p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" 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Round </p> <a class="link-styled text-sm mb-1 inline-block !text-color-text-secondary" href="https://www.crunchbase.com/funding_round/crunchy-data-solutions-inc--series-a--189590bb?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=last_funding_anon&trk=funding_last-round" data-tracking-control-name="funding_last-round" aria-describedby="external-link-last-round" target="_blank" rel="sponsored nofollow noopener noreferrer" data-tracking-will-navigate> Series A <time class="before:middot" datetime="2018-04-01"> Apr 1, 2018 </time> </a> <div class="hidden" id="external-link-last-round"> External Crunchbase Link for last round of funding </div>  </div>  <a class="btn-md btn-secondary inline-block mb-0.5" href="https://www.crunchbase.com/organization/crunchy-data-solutions-inc-?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=profile_cta_anon&trk=funding_crunchbase" data-tracking-control-name="funding_crunchbase" 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aria-label="Dismiss" data-tracking-control-name="organization_guest_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static-exp2.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 w-16 h-16 contextual-sign-in-modal__img m-auto" data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQGL_dkU0hBKQA/company-logo_200_200/company-logo_200_200/0/1651772944061/crunchy_data_solutions_inc__logo?e=2147483647&v=beta&t=3ko10aVdnq9WONaCXynnMpFtOtvJR_G9HDUTzdmIxvs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static-exp2.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" 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"> Sign in to see who you already know at Crunchy Data </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 " data-theme="filled_blue" data-logo-alignment="center"></div>  </div> </div> <div class="sign-in-modal" data-impression-id="organization_guest_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="organization_guest_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="organization_guest_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static-exp2.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="553d6d78-ccf4-442b-8e8c-86540d45e5e0" 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 grow" autocomplete="username" id="base-sign-in-modal_session_key" name="session_key" required data-tracking-control-name="organization_guest_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 grow" autocomplete="current-password" id="base-sign-in-modal_session_password" name="session_password" required data-tracking-control-name="organization_guest_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="organization_guest_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/company/crunchy-data-solutions-inc-" 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=organization_guest_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="organization_guest_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="organization_guest_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="organization_guest_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="organization_guest_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="organization_guest_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=organization_guest_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="organization_guest_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=organization_guest_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="organization_guest_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=organization_guest_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="organization_guest_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 google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center"></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?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="organization_guest_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?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fcrunchy-data-solutions-inc-&trk=organization_guest_contextual-sign-in-modal_join-link" data-tracking-control-name="organization_guest_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="organization_guest_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-exp2.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="organization_guest_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="organization_guest_windows-app-upsell_dismiss" aria-label="Dismiss"> <icon class="cta-modal__dismiss-icon block h-2 w-2 onload" data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/adzjokfylbe8pvjr9h8iv96mw"></icon> </button> </div> </div> <code id="disableOneTapOnInit" style="display: none"></code> <code id="flagshipOrganizationTracking" style="display: none"></code> <script src="https://static-exp2.licdn.com/aero-v1/sc/h/4kdl05tfo7lc1e6o63oput2ah" async></script>  <script src="https://static-exp2.licdn.com/aero-v1/sc/h/5x6i7uczvtsry1m82efnegk0p" async defer></script> <script data-delayed-url="https://static-exp2.licdn.com/aero-v1/sc/h/19m2m2iij3pcbxe4bkogyzklj" data-module-id="media-player"></script>  </body> </html>

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