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Редактор в Postgres Professional

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PGConf.Nepal 2026 invites you

Level of difficultyEasy
Reading time3 min
Reach and readers2.9K

From 18 to 21 November 2026, Nepal will host PGConf.Nepal 2026, the country’s fourth PostgreSQL conference. The previous events took place in 2018, 2023, and 2025. This year, the conference is expected to bring together a wider mix of participants, organisations, and countries.

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How we choose LLMs and frameworks for AI agents

Level of difficultyEasy
Reading time10 min
Reach and readers2.7K

The journey from a single A100 in the cloud to an H200 cluster is not just a hardware upgrade — it’s a story of how an ML team stopped chasing “the one perfect model” and started building an ecosystem. When there are millions of lines of PostgreSQL C code under the hood and tasks range from hint-set generation to Graph-RAG, the model stops being a black box and becomes just another replaceable component. We explain how we rebuilt our stack around vLLM and MCP, why context management matters more than model weights, and how we made a 0.6B-parameter model perform on par with the giants using GRPO.

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Small but mighty optimizations: how pgpro_planner rescues struggling queries

Level of difficultyMedium
Reading time11 min
Reach and readers2.9K

What do 1C queries, IN (VALUES ...) constructs, and the innocent expression x + 0 have in common? They can all turn a millisecond query into a multi-minute wait because PostgreSQL's standard planner "trips" over them. We break down how the pgpro_planner extension rewrites tricky parts of the query tree into a friendly form before the optimizer picks a bad plan — and why some of these fixes have already made it into vanilla PostgreSQL 18.

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Проектирование системы хранения POSTGRES

Level of difficultyMedium
Reading time37 min
Reach and readers11K

Мы продолжаем праздновать 30-летие PostgreSQL и публикуем перевод второй фундаментальной статьи о СУБД. Перевод первого манифеста можно прочесть в этом посте.

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Query result caching in PostgreSQL: how to speed up frequent queries and reduce database load

Level of difficultyMedium
Reading time11 min
Reach and readers9.7K

Imagine your heaviest SQL queries running in milliseconds. It sounds like science fiction, but with the pgpro_result_cache extension, it’s very real. In this article, we’ll look at how multi-second queries can be turned into lightning-fast cache hits.

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Проектирование POSTGRES: как задумывалась популярная СУБД

Level of difficultyMedium
Reading time51 min
Reach and readers14K

8 июля у PostgreSQL юбилей — ей исполняется 30 лет. В 1996 году Марк Фурнье из компании Networking Services предоставил первый внешний сервер для разработки опенсорсного проекта Postgres. До этого СУБД разрабатывали на мощностях Калифорнийского университета в Беркли .

В день рожденья PostgreSQL мы публикуем перевод статьи, которая послужила основой СУБД. Кстати, у неё тоже юбилей — 40 лет с момента выхода.

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PostgreSQL cost model: estimating the cost of flushing temp buffers to disk

Level of difficultyMedium
Reading time8 min
Reach and readers7.5K

Today I present results from the first step towards enabling temporary tables in PostgreSQL parallel query execution: benchmarking sequential writes and reads of temp buffers. I added functions to the PostgreSQL system catalog to measure buffer flush operations and ran a set of tests. For the planner, I estimated the cost coefficient of flushing a temporary table buffer page to disk relative to the existing DEFAULT_SEQ_PAGE_COST. I also estimated the cost of a simple scan of temp buffers (a dry-run). Measurements show that sequential writes are about 30% slower than reads. Based on these results, I propose a cost formula. I also ran a limited “dry-run” style estimate and measured write speed when table blocks are distributed across memory pages randomly.

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What will enterprise databases look like in the age of AI

Level of difficultyEasy
Reading time5 min
Reach and readers9.3K

There’s a dangerous illusion that “vanilla” open source is a silver bullet for enterprise systems. A real-world stress test of recent years has shown the opposite: when familiar giants like Oracle step aside, plain PostgreSQL often turns into a pumpkin under true enterprise workloads.

Mark Rivkin, Head of technical consulting at Postgres Professional, shares his personal perspective on why teams end up reinventing the wheel — adding millions of lines of code to the core — and why the future belongs to converged database systems.

Disclaimer: this article reflects the author’s independent expert opinion.

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Почему полезны неудачи, или Cекреты успешных патчей в PostgreSQL

Level of difficultyEasy
Reading time4 min
Reach and readers9.9K

Мы продолжаем серию интервью с разработчиками Postgres Professional, которые получили медали за вклад в ванильный PostgreSQL. Почему полезен даже не принятый сообществом патч и при чём здесь везение, сегодня расскажет Александр Пыхалов.

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Hard skills aren’t enough: why teams keep the “human glue” and fire the “toxic genius”

Level of difficultyEasy
Reading time5 min
Reach and readers9.3K

In the IT crowd, it’s common to mock HR for their weird terminology and attempts to assess a “rich inner world” instead of clean code. But when a senior starts tearing juniors apart in code reviews to the point where they end up crying in the bathroom, nobody’s laughing anymore.

We pit two archetypes against each other: the “toxic genius” and the “human glue”. Which one is dead weight, and which one is the load-bearing structure of the project? You might not like the answer.

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Message queues in Postgres Pro: ditching external brokers for true transactional reliability

Level of difficultyEasy
Reading time5 min
Reach and readers15K

Your service has just published a message to RabbitMQ — and then, right at commit time, the database transaction rolls back. The classic distributed-systems nightmare: ghost data, broken consistency, and hours lost to debugging. Usually you fight this with tricky custom code, two-phase commits, or just… crossing your fingers. But what if a PostgreSQL rollback could automatically “roll back” the message too, putting it back into the queue without you writing a single extra line? Here’s how that works.

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Нетипичные оптимизации в PostgreSQL, или Креативное ускорение запросов

Level of difficultyMedium
Reading time14 min
Reach and readers13K

Когда речь заходит об оптимизации базы данных, разработчики обычно перечисляют привычный набор приёмов: слегка переписать запрос, накинуть индекс на колонку, денормализовать, сделать analyze, vacuum, cluster, и так по кругу. Классические техники, конечно, работают, но иногда креативный подход даёт гораздо больше.

В этой статье Haki Benita показывает нетипичные техники оптимизации в PostgreSQL.

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Алёна Рыбакина: «Путь в коммиттеры PostgreSQL начинается с первого ревью»

Level of difficultyEasy
Reading time4 min
Reach and readers7.6K

Клиент, с проблемы которого всё началось, решил её сам — сменил фреймворк и даже не стал дожидаться патча. Но Алёна Рыбакина всё равно продолжила работу — ещё год. Теперь её OR-ANY Transformation — часть PostgreSQL, а сама она — обладательница медали сообщества. Интервью о том, как случайный клиентский баг превращается в вклад в мировой open source.

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A year-long hunt for a Linux kernel bug, or the unexpected zeros from XFS

Level of difficultyHard
Reading time10 min
Reach and readers2K

You’ve probably had this happen too: a service runs smoothly, keeps users happy with its stability and performance, and your monitoring stays reassuringly green. Then, the next moment — boom, it’s gone. You panic, dive into the error logs, and find either a vague segfault or nothing at all. What to do is unclear, and production needs saving, so you bring it back up — and everything works just like before. You try to investigate what happened, but over time you switch to other tasks, and the incident fades into the background or gets forgotten entirely.

That’s all fine when you’re on your own. But once you have many customers, sooner or later you start feeling that something isn’t right, and that you need to dig into these spikes of entropy to find the root cause of such incidents.

This article describes our year-long investigation. You’ll learn why PostgreSQL (and any other application) can crash because of a bug in the Linux kernel, what XFS has to do with it, and why memory reclamation might not be as helpful as you thought.

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Postgres Pro Enterprise 18: built-in memory cache and new high‑availability options

Level of difficultyEasy
Reading time4 min
Reach and readers7.4K

Asynchronous I/O, ML-based query plan optimization, and built-in connection pooling are among the key features of the new Postgres Pro Enterprise 18. This release brings together the capabilities of the vanilla PostgreSQL 18 core with Enterprise-grade tools for working with large-scale data. Today we will walk through the technical details, new index scanning strategies, and mechanisms for scaling write workloads.

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Базы данных-2025: ретроспектива

Level of difficultyEasy
Reading time23 min
Reach and readers10K

Базы данных прибыльнее нефти? В 2025 году Ларри Эллисон стал самым богатым человеком в истории человечества, обойдя Рокфеллера. Тем временем на рынке M&A настоящий пожар: миллиардные сделки, банкротства и судебные иски MongoDB против конкурентов. Перевели подробный разбор того, кто выиграл, а кто проиграл в битве за данные в этом году.

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PostgreSQL for WMS: a DBMS selection strategy in the era of import substitution

Level of difficultyMedium
Reading time9 min
Reach and readers8.2K

Today we want to talk about choosing a DBMS for WMS not as a dry technical discussion, but as a strategic decision that determines the security, budget, and future flexibility of your business. This is not about "why PostgreSQL is technically better," but about why it has become the only safe, cost-effective, and future-proof solution for Russian warehouse systems in the new reality.

This is not just another database article. It is a roadmap for those who do not want to wake up one day with a paralyzed warehouse and multi-million fines due to a bad decision made yesterday. At INTEKEY we have gone this path deliberately, and today our WMS projects for the largest market players run on PostgreSQL. We know from experience where the pitfalls are and how to avoid them.

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Less routine, more control: PPEM gets smarter

Reading time3 min
Reach and readers9.2K

Bulk config rollouts, built-in OpenTelemetry, and two-click HA cluster control are all part of one goal: making PostgreSQL admin simpler and safer. PPEM 2.3 is a big step toward that — with user-defined presets, a reworked alerting system, and stronger RBAC — helping you bring order to messy configs and trust the system to warn you before things go sideways.

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Planting commits in Siberia: Postgres Pro opens in Akademgorodok

Level of difficultyEasy
Reading time5 min
Reach and readers7.5K

Some IT companies say they support open source. In practice, that often boils down to using other people’s code and a bit of PR. We believe real contribution means commits to the core. And to do that consistently, we opened an engineering center not in a glossy capital business park, but in a place where fundamental science is part of the cultural DNA. Here’s why we’re building the future of systems programming in Novosibirsk Akademgorodok.

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Как в Postgres Professional перепридумали расширение для аудита безопасности

Level of difficultyEasy
Reading time8 min
Reach and readers9.5K

Все любят безопасность, пока не приходится её настраивать. Первая версия нашего аудита напоминала пульт управления АЭС: бесконечно гибко, но без инструкции не взлетишь. Мы признали поражение, послушали стоны администраторов и сделали версию 2.0 — с классами событий и логикой, понятной человеку, а не только компилятору. История работы над ошибками, которая превратила «полочный» софт в рабочий инструмент, в нашей статье.

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