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d="M241,69.66,221.66,50.34a8,8,0,0,0-11.32,11.32L229.66,81A8,8,0,0,1,232,86.63V168a8,8,0,0,1-16,0V128a24,24,0,0,0-24-24H176V56a24,24,0,0,0-24-24H72A24,24,0,0,0,48,56V208H32a8,8,0,0,0,0,16H192a8,8,0,0,0,0-16H176V120h16a8,8,0,0,1,8,8v40a24,24,0,0,0,48,0V86.63A23.85,23.85,0,0,0,241,69.66ZM64,208V56a8,8,0,0,1,8-8h80a8,8,0,0,1,8,8V208Zm80-96a8,8,0,0,1-8,8H88a8,8,0,0,1,0-16h48A8,8,0,0,1,144,112Z"></path></svg></span><div><p class="font-Geist text-base leading-[1.5] font-semibold">Oilfield Services</p></div></div></a><a class="font-Geist md:px-4 py-4 hover:lg:bg-black-100 rounded-lg w-full group" href="/smart-manufacturing"><div class="flex flex-row items-center justify-start gap-5 flex-1 flex-nowrap relative w-full"><span class="transition-colors duration-300 relative inline-flex items-center justify-center p-2 text-black-800"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 50 50" preserveAspectRatio="none" class="pointer-events-none absolute inset-0 h-full 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d="M178.48,115.7A44,44,0,0,0,152,40.19V24a8,8,0,0,0-16,0V40H120V24a8,8,0,0,0-16,0V40H72a8,8,0,0,0,0,16h8V192H72a8,8,0,0,0,0,16h32v16a8,8,0,0,0,16,0V208h16v16a8,8,0,0,0,16,0V208h8a48,48,0,0,0,18.48-92.3ZM176,84a28,28,0,0,1-28,28H96V56h52A28,28,0,0,1,176,84ZM160,192H96V128h64a32,32,0,0,1,0,64Z"></path></svg></span><div><p class="font-Geist text-base leading-[1.5] font-semibold">Crypto</p></div></div></a></div></div></div></div></li><li class="group/menu hidden lg:block"><a href="https://www.tigerdata.com/docs" target="_blank" class="font-Geist items-center relative font-medium text-black group-hover/navbar:text-black-500 group-hover/menu:!text-black group-[:has(:focus-visible)]/menu:!text-black transition-colors flex text-[15px]">Docs</a></li><li class="group/menu hidden lg:block"><a class="font-Geist items-center relative font-medium text-black group-hover/navbar:text-black-500 group-hover/menu:!text-black group-[:has(:focus-visible)]/menu:!text-black transition-colors flex text-[15px]" 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0.348633Z" class="fill-black-400 transition-colors duration-300 group-hover:fill-black"></path></svg><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 256 256" class="fill-black"><path d="M213.66,181.66l-32,32a8,8,0,0,1-11.32-11.32L188.69,184H48a8,8,0,0,1,0-16H188.69l-18.35-18.34a8,8,0,0,1,11.32-11.32l32,32A8,8,0,0,1,213.66,181.66Zm-139.32-64a8,8,0,0,0,11.32-11.32L67.31,88H208a8,8,0,0,0,0-16H67.31L85.66,53.66A8,8,0,0,0,74.34,42.34l-32,32a8,8,0,0,0,0,11.32Z"></path></svg></span><div><p class="font-Geist text-base leading-[1.5] font-semibold">Changelog</p></div></div></a><a class="font-Geist md:px-4 py-4 hover:lg:bg-black-100 rounded-lg w-full group" href="/benchmarks"><div class="flex flex-row items-center justify-start gap-5 flex-1 flex-nowrap relative w-full"><span class="transition-colors duration-300 relative inline-flex items-center justify-center p-2 text-black-800"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 50 50" preserveAspectRatio="none" class="pointer-events-none absolute inset-0 h-full w-full"><path d="M1.18848 45.1445L4.75293 48.708H12.4746V49.8965H4.26074L3.91211 49.5488L0.348633 45.9844L0 45.6367V38.0156H1.18848V45.1445ZM49.8965 45.6367L45.6367 49.8965H38.6104V48.708H45.1445L48.708 45.1445V38.0156H49.8965V45.6367ZM12.4746 1.18848H4.75293L1.18848 4.75293V11.8799H0V4.26074L4.26074 0H12.4746V1.18848ZM45.9844 0.348633L49.5488 3.91211L49.8965 4.26074V11.8799H48.708V4.75293L45.1445 1.18848H38.6104V0H45.6367L45.9844 0.348633Z" class="fill-black-400 transition-colors duration-300 group-hover:fill-black"></path></svg><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 256 256" class="fill-black"><path d="M232,208a8,8,0,0,1-8,8H32a8,8,0,0,1-8-8V48a8,8,0,0,1,16,0V156.69l50.34-50.35a8,8,0,0,1,11.32,0L128,132.69,180.69,80H160a8,8,0,0,1,0-16h40a8,8,0,0,1,8,8v40a8,8,0,0,1-16,0V91.31l-58.34,58.35a8,8,0,0,1-11.32,0L96,123.31l-56,56V200H224A8,8,0,0,1,232,208Z"></path></svg></span><div><p class="font-Geist text-base leading-[1.5] font-semibold">Benchmarks</p></div></div></a><a class="font-Geist md:px-4 py-4 hover:lg:bg-black-100 rounded-lg w-full group" href="/blog"><div class="flex flex-row items-center justify-start gap-5 flex-1 flex-nowrap relative w-full"><span class="transition-colors duration-300 relative inline-flex items-center justify-center p-2 text-black-800"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 50 50" preserveAspectRatio="none" class="pointer-events-none absolute inset-0 h-full w-full"><path d="M1.18848 45.1445L4.75293 48.708H12.4746V49.8965H4.26074L3.91211 49.5488L0.348633 45.9844L0 45.6367V38.0156H1.18848V45.1445ZM49.8965 45.6367L45.6367 49.8965H38.6104V48.708H45.1445L48.708 45.1445V38.0156H49.8965V45.6367ZM12.4746 1.18848H4.75293L1.18848 4.75293V11.8799H0V4.26074L4.26074 0H12.4746V1.18848ZM45.9844 0.348633L49.5488 3.91211L49.8965 4.26074V11.8799H48.708V4.75293L45.1445 1.18848H38.6104V0H45.6367L45.9844 0.348633Z" class="fill-black-400 transition-colors duration-300 group-hover:fill-black"></path></svg><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 256 256" class="fill-black"><path d="M232,48H160a40,40,0,0,0-32,16A40,40,0,0,0,96,48H24a8,8,0,0,0-8,8V2
100a8,8,0,0,0,8,8H96a24,24,0,0,1,24,24,8,8,0,0,0,16,0,24,24,0,0,1,24-24h72a8,8,0,0,0,8-8V56A8,8,0,0,0,232,48ZM96,192H32V64H96a24,24,0,0,1,24,24V200A39.81,39.81,0,0,0,96,192Zm128,0H160a39.81,39.81,0,0,0-24,8V88a24,24,0,0,1,24-24h64ZM160,88h40a8,8,0,0,1,0,16H160a8,8,0,0,1,0-16Zm48,40a8,8,0,0,1-8,8H160a8,8,0,0,1,0-16h40A8,8,0,0,1,208,128Zm0,32a8,8,0,0,1-8,8H160a8,8,0,0,1,0-16h40A8,8,0,0,1,208,160Z"></path></svg></span><div><p class="font-Geist text-base leading-[1.5] font-semibold">Blog</p></div></div></a><a class="font-Geist md:px-4 py-4 hover:lg:bg-black-100 rounded-lg w-full group" href="/community"><div class="flex flex-row items-center justify-start gap-5 flex-1 flex-nowrap relative w-full"><span class="transition-colors duration-300 relative inline-flex items-center justify-center p-2 text-black-800"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 50 50" preserveAspectRatio="none" class="pointer-events-none absolute inset-0 h-full w-full"><path d="M1.18848 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class="fill-black"><path d="M128,24A104,104,0,1,0,232,128,104.11,104.11,0,0,0,128,24Zm0,192a88,88,0,1,1,88-88A88.1,88.1,0,0,1,128,216Zm16-40a8,8,0,0,1-8,8,16,16,0,0,1-16-16V128a8,8,0,0,1,0-16,16,16,0,0,1,16,16v40A8,8,0,0,1,144,176ZM112,84a12,12,0,1,1,12,12A12,12,0,0,1,112,84Z"></path></svg></span><div><p class="font-Geist text-base leading-[1.5] font-semibold">About</p></div></div></a><a href="https://www.tigerdata.com/blog/timescale-becomes-tigerdata" target="_blank" class="font-Geist md:px-4 py-4 hover:lg:bg-black-100 rounded-lg w-full group"><div class="flex flex-row items-center justify-start gap-5 flex-1 flex-nowrap relative w-full"><span class="transition-colors duration-300 relative inline-flex items-center justify-center p-2 text-black-800"><svg aria-hidden="true" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 50 50" preserveAspectRatio="none" class="pointer-events-none absolute inset-0 h-full w-full"><path d="M1.18848 45.1445L4.75293 48.708H12.4746V49.8965H4.26074L3.91211 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items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">AI agents</p></div></a></div><h3 class="font-Geist text-[18px] font-semibold leading-[1.4] text-black">
141 Experiments in 6 Days: What the Human Was Actually For</h3></div></div><div class="group relative w-full border-b border-black-400 py-5"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/sizing-your-iiot-table-before-you-deploy">Sizing Your IIoT Table Before You Deploy</a><span aria-hidden="true" class="absolute -bottom-px left-0 h-px w-0 bg-black transition-[width] duration-300 ease-out group-hover:w-full motion-reduce:transition-none"></span><div class="flex flex-col items-start justify-start gap-3 flex-1 flex-nowrap relative"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/iot"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">IoT</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL</p></div></a></div><h3 class="font-Geist text-[18px] font-semibold leading-[1.4] text-black">Sizing Your IIoT Table Before You Deploy</h3></div></div><div class="group relative w-full border-b border-black-400 py-5"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/knowing-when-composite-index-earns-write-cost">Knowing When Your Composite Index Earns Its Write Cost</a><span aria-hidden="true" class="absolute -bottom-px left-0 h-px w-0 bg-black transition-[width] duration-300 ease-out group-hover:w-full motion-reduce:transition-none"></span><div class="flex flex-col items-start justify-start gap-3 flex-1 flex-nowrap relative"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql-performance"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL Performance</p></div></a></div><h3 class="font-Geist text-[18px] font-semibold leading-[1.4] text-black">Knowing When Your Composite Index Earns Its Write Cost</h3></div></div><div class="group relative w-full border-b border-black-400 py-5"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/meshtastic-metrics-exporter-case-study-tiger-data">How Meshtastic Metrics Exporter Turned Eight Prometheus Queries Into One with Tiger Data</a><span aria-hidden="true" class="absolute -bottom-px left-0 h-px w-0 bg-black transition-[width] duration-300 ease-out group-hover:w-full motion-reduce:transition-none"></span><div class="flex flex-col items-start justify-start gap-3 flex-1 flex-nowrap relative"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/dev-q-a"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Dev Q&A</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/timescaledb"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">TimescaleDB</p></div></a></div><h3 class="font-Geist text-[18px] font-semibold leading-[1.4] text-black">How Meshtastic Metrics Exporter Turned Eight Prometheus Queries Into One with Tiger Data</h3></div></div></div></section><div 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d="M181.66,170.34a8,8,0,0,1,0,11.32l-48,48a8,8,0,0,1-11.32,0l-48-48a8,8,0,0,1,11.32-11.32L128,212.69l42.34-42.35A8,8,0,0,1,181.66,170.34Zm-96-84.68L128,43.31l42.34,42.35a8,8,0,0,0,11.32-11.32l-48-48a8,8,0,0,0-11.32,0l-48,48A8,8,0,0,0,85.66,85.66Z"></path></svg></button></div></div></div><form class="relative w-full lg:w-[300px]"><div class="flex w-full flex-col gap-2"><div class="rounded-[4px] border bg-white transition-colors border-black-500 hover:border-black-950 focus-within:border-black-950 flex w-full items-center gap-[10px] px-4 py-3"><span class="flex h-4 w-4 shrink-0 items-center justify-center text-black-900 [&>svg]:h-full [&>svg]:w-full"><svg xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" fill="currentColor" viewBox="0 0 256 256"><path d="M229.66,218.34l-50.07-50.06a88.11,88.11,0,1,0-11.31,11.31l50.06,50.07a8,8,0,0,0,11.32-11.32ZM40,112a72,72,0,1,1,72,72A72.08,72.08,0,0,1,40,112Z"></path></svg></span><input id="search" type="text" class="w-full min-w-0 border-none bg-transparent p-0 font-Geist font-normal shadow-none outline-none focus:outline-none text-[16px] tracking-[-0.16px] text-black placeholder:text-black-600" spellCheck="false" placeholder="Search" aria-label="Search the blog" name="search" value=""/></div></div></form></div><div class="w-full py-10"><div class="flex flex-col items-start justify-start gap-12 lg:gap-20 flex-1 flex-nowrap w-full"><div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-0 w-full gap-x-8 gap-y-12 lg:gap-y-20"><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/real-cost-of-single-insert-in-postgres">The Real Cost of a Single Insert in Postgres</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="The Real Cost of a Single Insert in Postgres" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Freal-cost-of-single-insert-in-postgres-1.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql-performance"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL Performance</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">The Real Cost of a Single Insert in Postgres</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">PostgreSQL write amplification explained: why indexes multiply WAL volume, how to measure it on your tables, and four ways to reduce it without schema changes.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/john-shi"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->John Shi</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span>
1<p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">September 11th, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/ai-agent-production-database-access">Is It Safe to Give an AI Agent Access to Your Production Database?</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="Is It Safe to Give an AI Agent Access to Your Production Database?" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Fagent-db-access.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/ai-agents"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">AI agents</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/database"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Database</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">Is It Safe to Give an AI Agent Access to Your Production Database?</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">Giving an AI agent unrestricted database access isn't safe. Scoped, read-only, database-enforced access can be. See the framework and guardrails.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/nicole-ghalwash"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->Nicole Ghalwash</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span><p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">September 8th, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/tiger-cloud-on-azure-why-fully-managed-timescaledb-beats-self-hosting-and-other-managed-options">Tiger Cloud on Azure: Why Fully-Managed Timescaledb Beats Self-Hosting And Other Managed Options</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="Tiger Cloud on Azure: Why Fully-Managed Timescaledb Beats Self-Hosting And Other Managed Options" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F09%2Feconomics-self-hosting.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/announcements-and-releases"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Announcements & Releases</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/tiger-cloud"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Tiger Cloud</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">Tiger Cloud on Azure: Why Fully-Managed Timescaledb Beats Self-Hosting And Other Managed Options</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">Tiger Cloud on Azure vs self-hosting TimescaleDB: skip-scan, compression, continuous aggregates, tiered storage, private endpoints, and cross-region backupsâfully managed.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/nicole-ghalwash"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->
1Nicole Ghalwash</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span><p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">September 3rd, 2026</p></div></div></article></div><section class="flex flex-col lg:flex-row items-normal lg:items-center justify-between gap-6 lg:gap-10 flex-1 flex-nowrap w-full border-y border-black-950 px-1 py-10"><h3 class="font-Geist text-[28px] leading-[1.2] tracking-[-0.03em] font-semibold lg:text-[40px] lg:tracking-[-0.02em] text-black lg:max-w-[288px]">Postgres for sensor and machine data</h3><div class="text-black-800 lg:max-w-[627px]"><p class="font-Geist text-md block relative" style="min-height:24px">Built for industrial, energy, and robotics systems. Run high-ingest telemetry and real-time analytics on the Postgres you already know.</p></div><a class="font-Geist group/button focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-black-500 inline-flex transition-colors ease-in-out duration-300 items-center gap-3 rounded-[4px] border whitespace-nowrap py-3 px-5 flex-row bg-black text-white border-transparent hover:bg-black-900 active:bg-black-900 w-full justify-center lg:w-auto" href="https://console.cloud.tigerdata.com/signup"><span class="font-Geist text-base leading-[1.5] font-semibold">Start a free trial</span><span class="inline-flex items-center justify-center shrink-0 rounded-[2px] p-1.5 transition-colors ease-in-out duration-300 [&>svg]:w-full [&>svg]:h-full w-6 h-6 bg-black-900 group-hover/button:bg-black-800 group-active/button:bg-black-700 [&>svg]:fill-white"><svg xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" fill="currentColor" viewBox="0 0 256 256"><path d="M204,64V168a12,12,0,0,1-24,0V93L72.49,200.49a12,12,0,0,1-17-17L163,76H88a12,12,0,0,1,0-24H192A12,12,0,0,1,204,64Z"></path></svg></span></a></section><div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-0 w-full gap-x-8 gap-y-12 lg:gap-y-20"><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/reading-table-bloat-before-it-reads-you">Reading Table Bloat Before It Reads You</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="Reading Table Bloat Before It Reads You" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-table-bloat.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql-performance"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL Performance</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql-tips"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL Tips</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">Reading Table Bloat Before It Reads You</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">PostgreSQL table bloat: detect it before it kills performance. Measure heap and index density, set autovacuum thresholds, and alert on dead tuple ratios and vacuum lag.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/john-shi"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->John Shi</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span>
1<p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">September 2nd, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/why-40-year-old-database-still-winning-ai-era">Why a 40-Year-Old Database Is Still Winning in the AI Era</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="Why a 40-Year-Old Database Is Still Winning in the AI Era" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fpostgres-40-winning-ai-era.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/ai"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">AI</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">Why a 40-Year-Old Database Is Still Winning in the AI Era</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">Why Postgres wins in the AI era: 40 years of reliability, extensibility, and an open ecosystem. Agents need trusted foundations, not fragile architectures.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/ajay"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->Ajay Kulkarni</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span><p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">September 1st, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/companion-energy-case-study-tiger-data">
1How Companion.energy Reduced Query Latency 25x and Compressed Terabytes to Gigabytes with Tiger Cloud</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="How Companion.energy Reduced Query Latency 25x and Compressed Terabytes to Gigabytes with Tiger Cloud" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fcompanion.energy.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/dev-q-a"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Dev Q&A</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/tiger-cloud"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Tiger Cloud</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">
1How Companion.energy Reduced Query Latency 25x and Compressed Terabytes to Gigabytes with Tiger Cloud</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">How Companion.energy optimized real-time energy data: 25x faster queries, 43.5x compression, continuous aggregates, and unified Tiger Cloud architecture.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/tristan"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->Tristan Vermeesch</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span><p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">August 31st, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/time-series-cardinality">Time-Series Cardinality: Why One More Indexed Column Costs More Than a Million More Rows</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="Time-Series Cardinality: Why One More Indexed Column Costs More Than a Million More Rows" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Ftime-series-cardinality.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/time-series-data"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Time Series Data</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/postgresql"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">PostgreSQL</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">Time-Series Cardinality: Why One More Indexed Column Costs More Than a Million More Rows</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">Time-series cardinality benchmark: one new indexed column costs 29Ã more than 1M new rows. Solve with metadata tables and avoid the planner estimation cliff.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/damaso"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->Damaso Sanoja</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span>
1<p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">August 28th, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/faster-planning-for-limit-queries-on-hypertables">14,000x Faster Planning for LIMIT Queries on Hypertables</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="14,000x Faster Planning for LIMIT Queries on Hypertables" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2F18e9edde-c2e0-46ec-bc31-b223e8ddf1b3.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/timescaledb"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">TimescaleDB</p></div></a><a class="font-Geist group/tag relative z-20" href="/blog/tag/engineering"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">Engineering</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">14,000x Faster Planning for LIMIT Queries on Hypertables</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">TimescaleDB's DeferredChunkAppend keeps planning time constant for ORDER BY LIMIT queries, no matter how many chunks a hypertable has.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/sven"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->Sven Klemm</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span>
1<p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">August 27th, 2026</p></div></div></article><article class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap group relative w-full text-start"><a class="font-Geist absolute inset-0 z-10 text-[0px]" href="/blog/why-we-arent-ready-for-c-3po">Why We Aren't Ready for C-3PO</a><div class="relative aspect-[16/9] w-full overflow-hidden rounded-[4px]"><img alt="Why We Aren't Ready for C-3PO" loading="lazy" decoding="async" data-nimg="fill" class="object-cover transition-transform duration-500 ease-out group-hover:scale-105" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(max-width: 768px) 100vw, (max-width: 1024px) 50vw, 33vw" srcSet="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fassets.tigerdata.com%2Fblog%2F2026%2F08%2Fthumbnail-blog-thumbnail-1280x720--11-.png&w=3840&q=75"/></div><div class="flex flex-col items-start justify-start gap-4 flex-1 flex-nowrap"><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-wrap"><a class="font-Geist group/tag relative z-20" href="/blog/tag/robotics"><div class="flex flex-row items-center justify-center gap-0 flex-0 flex-nowrap duration-300 rounded-[4px] w-fit relative bg-white text-black border border-black-400 py-[3.5px] px-[6px] transition-colors group-hover/tag:border-black-900 group-hover/tag:bg-black-200"><p class="font-Geist_Mono uppercase font-medium text-[11px] leading-[11px]">robotics</p></div></a></div><h3 class="font-Geist text-[18px] lg:text-[22px] lg:tracking-[-0.01em] font-semibold leading-[1.2] text-black">Why We Aren't Ready for C-3PO</h3><p class="font-Geist text-base leading-[1.5] font-normal line-clamp-3 text-black-800">The bottleneck isn't the brain. It's dexterity, reliability, and data, which is why purpose-built robots are winning first.</p><div class="flex flex-row items-center justify-start gap-2 flex-1 flex-nowrap"><a class="font-Geist relative z-20 hover:underline" href="/blog/author/matty"><p class="font-Geist text-sm leading-[1.5] font-normal text-black">By <!-- -->Matty Stratton</p></a><span aria-hidden="true" class="h-[4px] w-[4px] shrink-0 bg-black"></span><p class="font-Geist text-sm leading-[1.5] font-normal text-black-800">August 25th, 2026</p></div></div></article></div><button class="group/button focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-black-500 inline-flex transition-colors ease-in-out duration-300 items-center gap-3 rounded-[4px] border whitespace-nowrap py-3 px-5 flex-row bg-black text-white border-transparent hover:bg-black-900 active:bg-black-900 mx-auto w-full justify-center md:w-auto md:min-w-[200px]"><span class="font-Geist text-base leading-[1.5] font-semibold">Load more</span><span class="inline-flex items-center justify-center shrink-0 rounded-[2px] p-1.5 transition-colors ease-in-out duration-300 [&>svg]:w-full [&>svg]:h-full w-6 h-6 bg-black-900 group-hover/button:bg-black-800 group-active/button:bg-black-700 [&>svg]:fill-white"><svg xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" fill="currentColor" viewBox="0 0 256 256"><path d="M208.49,152.49l-72,72a12,12,0,0,1-17,0l-72-72a12,12,0,0,1,17-17L116,187V40a12,12,0,0,1,24,0V187l51.51-51.52a12,12,0,0,1,17,17Z"></path></svg></span></button></div></div><!--$--><!--/$--></div>
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