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Boost System Scalability Proactively
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data-tracking-prefix="article-ssr-frontend-x-article" role="presentation"> <div class="md:row pb-6 md:flex q-and-a-article article-content-row-reduced" data-test-q-and-a-article> <div class="column-article-segment-content md:column md:mb-8 md:flex md:w-2/5 md:justify-end"> <div class="h-fit md:pt-6"> <div class="article-segment-content-container md:box-content md:max-w-[392px] md:pr-1 lg:pr-4 xl:pr-8"> <div class="hidden md:block"> <!----> <div class="x-article-last-update-time text-sm leading-[24px] text-color-text-secondary"> Last updated on Oct 15, 2024 </div> <section class="mb-2"> <ol itemscope itemtype="http://schema.org/BreadcrumbList" class="breadcrumbs "> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/home/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">All</span> </a> <meta itemprop="position" content="1"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/it-services-s57547/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">IT Services</span> </a> <meta itemprop="position" content="2"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a aria-current="page" itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text" href="https://www.linkedin.com/pulse/topics/it-services-s57547/system-administration-s236/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">System Administration</span> </a> <meta itemprop="position" content="3"> </li> </ol> </section> <h1 class="q-a-article-title text-display-md text-color-text font-bold w-11/12 text-[36px] " data-test-q-and-a-article-title> You're facing performance issues in your system. How can you proactively optimize scalability? </h1> <div class="qa-redesign-article-content py-2 md:py-6" id="desktop-content-urn_li_articleSegment__urn_li_linkedInArticle_7252009694607679488_7252009717785362433_"> <div class="article-main__content" data-test-id="publishing-text-block"> <!----> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>When performance issues hit your system, proactivity is key to improving scalability. Implement these strategies to ensure smooth operations:</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Regularly analyze performance data to identify bottlenecks early on.</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Employ load balancing to distribute traffic evenly across servers.</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Upgrade hardware or embrace cloud solutions to handle increased demands efficiently.</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Have strategies that keep your system robust and responsive?</span><!----> </p> </div> </div> <div class="qa-redesign-article-content__components"> <div class="md:pb-2 pb-1 md:block hidden" data-test-qa-redesign-publisher-author-card> <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 publisher-author-card mb-4"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/showcase/skills-system-administration/" data-tracking-control-name="article-ssr-frontend-x-article_publisher-author-card" data-tracking-will-navigate> <span class="sr-only"> System Administration </span> </a> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQHaI2UPVuzybg/company-logo_100_100/company-logo_100_100/0/1674595322593?e=2147483647&v=beta&t=h9H56MIo6VEMCEOflcP42u2R2LbCpt72jf7EE-u7ZyA" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="System Administration"> <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 "> System Administration </h3> <!----> <!----> <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> <!----> </div> <!----> </div> <div class="base-main-card__ctas z-[3] self-center ml-3 babybear:ml-1 babybear:self-start"> <a class="base-main-card__cta btn-sm btn-secondary" href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fyoure-facing-performance-issues-your-system-aqr1c&trk=article-ssr-frontend-x-article_publisher-author-card" data-tracking-control-name="article-ssr-frontend-x-article_publisher-author-card" data-tracking-will-navigate> + Follow </a> </div> </div> </div> </div> </div> </div> </div> </div> <div class="column-article-segment-contributions md:column md:pl-1 lg:pl-4 xl:pl-8 md:pb-[200px] md:flex md:w-3/5 md:justify-start"> <div class="md:box-content md:max-w-[576px]"> <div class="block md:hidden"> <!----> <div class="x-article-last-update-time text-sm leading-[24px] text-color-text-secondary"> Last updated on Oct 15, 2024 </div> <section class="mb-2"> <ol itemscope itemtype="http://schema.org/BreadcrumbList" class="breadcrumbs "> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/home/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">All</span> </a> <meta itemprop="position" content="1"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/it-services-s57547/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">IT Services</span> </a> <meta itemprop="position" content="2"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a aria-current="page" itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text" href="https://www.linkedin.com/pulse/topics/it-services-s57547/system-administration-s236/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">System Administration</span> </a> <meta itemprop="position" content="3"> </li> </ol> </section> <h1 class="q-a-article-title text-display-md text-color-text font-bold w-11/12 text-[32px] md:text-[40px] " data-test-q-and-a-article-title> You're facing performance issues in your system. How can you proactively optimize scalability? </h1> </div> <div class="qa-redesign-article-content py-2 block md:hidden" id="mobile-content-urn_li_articleSegment__urn_li_linkedInArticle_7252009694607679488_7252009717785362433_"> <div class="article-main__content" data-test-id="publishing-text-block"> <!----> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>When performance issues hit your system, proactivity is key to improving scalability. Implement these strategies to ensure smooth operations:</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Regularly analyze performance data to identify bottlenecks early on.</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Employ load balancing to distribute traffic evenly across servers.</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>- Upgrade hardware or embrace cloud solutions to handle increased demands efficiently.</span><!----> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Have strategies that keep your system robust and responsive?</span><!----> </p> </div> </div> <div data-test-qa-redesign-add-perspective class="article-segment-contributions-header-container sticky-on-scroll bg-color-canvas-tint md:ml-[-12px] md:pt-6 lg:ml-0 mt-1"> <!----> <div class="add-your-perspective-section relative flex flex-row items-center " data-segment-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433)" data-test-add-contribution> <code id="add_your_perspective_tracking_prefix" style="display: none"><!--"article-ssr-frontend-x-article"--></code> <code id="isGuest" style="display: none"><!--true--></code> <code id="showFuseErrorMessage" style="display: none"><!--true--></code> <div class="mb-2"> <a class="add-your-perspective-button btn-sm flex flex-col items-start justify-center lg:btn-md bg-color-surface-accent-tint-1 hover:bg-color-container-tertiary-hover " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fyoure-facing-performance-issues-your-system-aqr1c&trk=article-ssr-frontend-x-article" target="_self" data-tracking-control-name="add_contribution_cta" data-tracking-will-navigate data-test-link data-test-add-contribution-btn aria-describedby="content-urn_li_articleSegment__urn_li_linkedInArticle_7252009694607679488_7252009717785362433_" data-test-contribution-cta-link-guest role="button"> <div data-test-contribution-btn-text class="add-your-perspective-button-text text-left text-color-text-low-emphasis">Add your perspective</div> <!----></a> </div> <div class="contribution-text-area-wrapper relative w-full hidden"> <code id="min_char_limit" style="display: none"><!--"125"--></code> <code id="min_reply_char_limit" style="display: none"><!--"1"--></code> <code id="max_char_limit" style="display: none"><!--"750"--></code> <code id="i18n_contribution_post_success" style="display: none"><!--"Contribution added successfully"--></code> <code id="i18n_contribution_post_error" style="display: none"><!--"Sorry, something went wrong while adding your contribution."--></code> <code id="i18n_contribution_edit_post_success" style="display: none"><!--"Contribution edited successfully"--></code> <code id="i18n_contribution_edit_post_error" style="display: none"><!--"Sorry, something went wrong while editing your contribution."--></code> <code id="i18n_try_refreshing_the_page" style="display: none"><!--"Try refreshing the page."--></code> <code id="i18n_characters" style="display: none"><!--"10 characters."--></code> <code id="i18n_characters_fraction" style="display: none"><!--"10/20 characters"--></code> <code id="i18n_contribution_post_rate_limit_error" style="display: none"><!--"It looks like you’ve already contributed a few times. 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none"><!--"https://static.licdn.com/aero-v1/sc/h/4iy169rwfs5rdhspekg2r5wc6"--></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh"--></code> <!----><!----><!----><!----> </div> </div> <!----> </div> <!----><!----> </div> <!----><!----><!----> </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264979224912924673)" data-contributor-urn="urn:li:member:7093674" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://pk.linkedin.com/in/sakmal08?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQEADEfVLYKZvQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1700219379433?e=2147483647&v=beta&t=URLs-NpQ_ZnQH35gar3HbZpOdSrkBgluBbzWlvrJ5OE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQEADEfVLYKZvQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1700219379433?e=2147483647&v=beta&t=URLs-NpQ_ZnQH35gar3HbZpOdSrkBgluBbzWlvrJ5OE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Shoaib Akmal </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Cofounder and CEO Tekrowe | Building Engineering teams and Products | Empowering Innovation </p> </div> </a> <div class="flex items-center"> <!----> <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <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%] ellipsis-menu__trigger--small 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scalability, focus on system design and operational readiness. - Start by identifying patterns in traffic or workload surges and predict future growth using trend analysis. --Build scalability into your infrastructure with microservices architecture and containerization for efficient resource allocation. -Leverage asynchronous processing and event-driven models to manage high-demand operations without overloading your system. -Regularly audit your system’s dependencies and APIs to eliminate inefficiencies. -Lastly, involve cross-functional teams to develop a culture of scalability readiness, ensuring your system evolves in step with business demands, not as a reactive fix.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" 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data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" 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data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264979224912924673)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="1 Reaction" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264979224912924673)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.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"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cib97epu77mrzque5gqlzjgaw"--></code> <!----><!----> <code id="social-actions__reaction-image-EMPATHY" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs"--></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/e7ppwfmo0if15fgie4q5r4us4"--></code> <!----> <code id="social-actions__reaction-image-INTEREST" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt"--></code> <code id="social-actions__reaction-image-LIKE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur"--></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4iy169rwfs5rdhspekg2r5wc6"--></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh"--></code> <!----><!----><!----><!----> </div> </div> <!----> </div> <!----><!----> </div> <!----><!----><!----> </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" data-contributor-urn="urn:li:member:66347098" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://uk.linkedin.com/in/neetu-mishra-38a2771a?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQG656L-6nabdg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730651213460?e=2147483647&v=beta&t=ohpOW9EjpHCpeWXMuBfvKglTZtoQmByP5a7ijm_LCiM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQG656L-6nabdg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1730651213460?e=2147483647&v=beta&t=ohpOW9EjpHCpeWXMuBfvKglTZtoQmByP5a7ijm_LCiM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Neetu Mishra </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Oracle PLSQL UNIX SQL C | Oracle Development Support and Implementation Specialist | Banking and Card Payment | Contractor Outside of IR35 Roles | 📞 07493074606 </p> </div> </a> <div class="flex items-center"> <!----> <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <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%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></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 flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F0%2Fyoure-facing-performance-issues-your-system-aqr1c&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" data-semaphore-author-urn="urn:li:member:66347098" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem"> <!----> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a> <!----> <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li> <!----><!----> </ul> <!----> </div> </div> <code id="contributionCopyLink" style="display: none"><!--"Link copied to clipboard"--></code> <code id="contributionCopyFail" style="display: none"><!--"Copy failed, try again later."--></code> <code id="contributionCopyUnsupported" style="display: none"><!--"Copy to clipboard is unsupported."--></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">Start by tuning your database through query optimization, proper indexing, and data partitioning. Implement in-memory caching to handle frequent requests efficiently and reduce database load. Use load balancing to distribute traffic evenly across servers and prevent overloading. Consider horizontal scaling by adding more servers or nodes to accommodate increasing demand. Optimize your code to eliminate bottlenecks and ensure efficient resource usage. Lastly, leverage monitoring tools to track system performance in real-time, allowing you to identify and address potential issues before they escalate. A proactive, iterative approach ensures sustained scalability.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div> <!----> <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"><!--"%reactionType% %selectionState%"--></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" data-reactions-count="1"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fyoure-facing-performance-issues-your-system-aqr1c&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" data-reactions-count="1"> <!----> <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <code id="i18n_reaction_singular" style="display: none"><!--"%numReactions% Reaction"--></code> <code id="i18n_reactions_plural" style="display: none"><!--"%numReactions% Reactions"--></code> <div class="flex items-center font-sans text-sm babybear:text-xs contribution-social-activity__social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5" data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="1 Reaction" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="1" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7264992900453654529)" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.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"> 1 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cib97epu77mrzque5gqlzjgaw"--></code> <!----><!----> <code id="social-actions__reaction-image-EMPATHY" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs"--></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/e7ppwfmo0if15fgie4q5r4us4"--></code> <!----> <code id="social-actions__reaction-image-INTEREST" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt"--></code> <code id="social-actions__reaction-image-LIKE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur"--></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/4iy169rwfs5rdhspekg2r5wc6"--></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh"--></code> <!----><!----><!----><!----> </div> </div> <!----> </div> <!----><!----> </div> <!----><!----><!----> </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7265015366404186112)" data-contributor-urn="urn:li:member:511385920" data-contribution-tracking-id="IYYOyn7WkmT5gGH2BGJ86g==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://bd.linkedin.com/in/mohinuddin58?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQGschssvaR3LA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1544421646553?e=2147483647&v=beta&t=VY6crounZ-Knc3hJPg_YAYJm6rSDcqOl6hS9cbhIOL8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C4E03AQGschssvaR3LA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1544421646553?e=2147483647&v=beta&t=VY6crounZ-Knc3hJPg_YAYJm6rSDcqOl6hS9cbhIOL8" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Md. Mohin Uddin </span> <!----><!----> </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Assistant Manager, IT at Intertek Bangladesh IIEx. ACI II CHAF & HAEFA (NGO) </p> </div> </a> <div class="flex items-center"> <!----> <div class="ellipsis-menu absolute right-0 top-0 contribution-control-menu relative" data-feed-action="show-comment-dropdown" data-id="comment__ellipsis-menu" data-feed-control="control_menu" data-tracking-control-name="comment_control_menu" data-feed-action-type="expandControl" data-feed-action-category="expand"> <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%] ellipsis-menu__trigger--small w-[32px] h-[32px] flex justify-center w-[40px] min-w-[40px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-x-article_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></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 flex contribution-control-menu-item--copy" data-feed-action="copyComment" data-feed-control="comment_control_menu_copy" data-tracking-control-name="comment_control_menu_copy" data-feed-action-type="controlMenuCopy" data-feed-action-category="copy" data-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7265015366404186112)" data-comment-thread-urn="urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433)"> <button class="contribution-control-menu-item ellipsis-menu__item-button flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " data-tracking-control-name="comment_control_menu_copy" data-feed-action-category="expand" data-feed-action-type="expandCopyContribution" role="menuitem"> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/85z203x9ymzz8gu3a3jmtxy81"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Copy link to contribution</span> </button> </li> <li class="ellipsis-menu__item flex" data-feed-action="semaphoreComment" data-feed-control="comment_control_menu_report" data-tracking-control-name="comment_control_menu_report" data-feed-action-type="expandContributionReporting" data-feed-action-category="expand" data-test-id="contribution-control-menu-report"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F0%2Fyoure-facing-performance-issues-your-system-aqr1c&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7265015366404186112)" data-semaphore-author-urn="urn:li:member:511385920" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint hover:bg-color-background-container-tint " role="menuitem"> <!----> <icon data-svg-class-name=" ellipsis-menu__item-icon text-color-icon h-[20px] w-[auto] mr-1 flex " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/eo60762wicg7snl6mo020acft"></icon> <span class=" ellipsis-menu__item-text inline-block text-color-text font-semibold ">Report contribution</span> </a> <!----> <template id="comment-reported-card-template"> <p class="comment-reported-card bg-color-background-container p-2 text-sm font-medium text-color-text-secondary"> Thanks for letting us know! You'll no longer see this contribution</p> </template> </li> <!----><!----> </ul> <!----> </div> </div> <code id="contributionCopyLink" style="display: none"><!--"Link copied to clipboard"--></code> <code id="contributionCopyFail" style="display: none"><!--"Copy failed, try again later."--></code> <code id="contributionCopyUnsupported" style="display: none"><!--"Copy to clipboard is unsupported."--></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">To optimize scalability, analyze current bottlenecks, implement load balancing, use caching, monitor resource usage, plan for capacity increases, and ensure your infrastructure supports horizontal and vertical scaling efficiently.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div> <!----> <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"><!--"%reactionType% %selectionState%"--></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7265015366404186112)" data-reactions-count="1"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F0%2Fyoure-facing-performance-issues-your-system-aqr1c&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7265015366404186112)" data-tracking-will-navigate data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7252009694607679488,7252009717785362433),7265015366404186112)" data-reactions-count="1"> <!----> <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 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data-contributor-urn="urn:li:member:119777019" data-contribution-tracking-id="T3zvgskSRKFlIJaOYpjNyg==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://in.linkedin.com/in/phalguni-chaudhuri?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEzvOIgP863Hw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1696237646784?e=2147483647&v=beta&t=r-RNutmfXju2-mJAwKG0KMHyoEAxahWyuOHjNw8WSFc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Contributor profile 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You'll no longer see this contribution</p> </template> </li> <!----><!----> </ul> <!----> </div> </div> <code id="contributionCopyLink" style="display: none"><!--"Link copied to clipboard"--></code> <code id="contributionCopyFail" style="display: none"><!--"Copy failed, try again later."--></code> <code id="contributionCopyUnsupported" style="display: none"><!--"Copy to clipboard is unsupported."--></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">To proactively optimize scalability and address performance issues in a system, start by analyzing current bottlenecks using monitoring tools. Identify key resource constraints like CPU, memory, or network bandwidth. Implement load balancing to distribute traffic evenly across servers and scale horizontally by adding more instances when needed. Optimize databases by indexing critical queries and using caching mechanisms to reduce load. Consider using microservices to modularize the system for better manageability and scalability. Implement auto-scaling policies to dynamically adjust resources based on demand. 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class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US"> <strong>English (English)</strong> </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" 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hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because 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class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark 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link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding 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