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Our second process carries its own copy of the schema: nine of twelve tables, five of them ever queried, and not one write

Our quiz app is two deployed things. A Next.js app, and a long-lived WebSocket server that holds the game clock, because a serverless function canno…

architecturepostgresnodetypescript
Dev.to Oct 19, 2026, 10:22 UTC
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How to Build an IT Asset Assignment and Return System (SQL + REST API)

Imagine your company has 50 employees and 80 IT assets, including laptops, monitors, and smartphones. An employee leaves the organisation. HR confir…

programmingbackendpostgrestutorial
Dev.to Oct 19, 2026, 09:35 UTC
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why pg‑bouncer can still choke your service under burst load

problem statement in a typical microservice, each instance opens its own pg client pool. during a traffic spike the aggregate connection count can e…

postgresbackendperformancearchitecture
Dev.to Oct 18, 2026, 12:28 UTC
EN

Postgres Logical Replication: Slots, DDL, and Failover

At 2 a.m. on a Tuesday, a client's reporting replica silently stopped applying changes. The publisher kept accepting writes. The replica kept answer…

postgresdatabasedevopscloud
Dev.to Oct 17, 2026, 17:30 UTC
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Wait, How Did Hackers Steal the Encryption Key Too?" 5 Supabase Security Traps I Fixed in Production

Introduction: The Headline That Made My Stomach Drop Almost every week, we see another headline about a major tech company or hot startup suffering…

supabasepostgressecuritywebdev
Dev.to Oct 17, 2026, 01:18 UTC
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Why Your Coding Agent Forgets Your Refactors (And How I Fixed It in PostgreSQL)

This is a submission for the MLH x DEV Writing Challenge What I Built Here is a bug that drove me crazy for three days straight. You ask an autonomo…

mlhacksdevchallengepostgresai
Dev.to Oct 15, 2026, 08:22 UTC
EN

Why Your Connection Pool is Lying to You

We hit a wall last month. Traffic was stable, CPU was idle, but p99 latency spiked to 2s. The PostgreSQL server looked healthy. The culprit wasn't t…

postgresnodebackendarchitecture
Dev.to Oct 15, 2026, 03:24 UTC
EN

Reengineering Family Finance: Building Financial Integrity Into Kith

Families manage money and responsibilities in ways that often resemble small organizations. They coordinate recurring contributions, fund shared pro…

postgresnodebackendarchitecture
Dev.to Oct 14, 2026, 18:27 UTC
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Mastering PostgreSQL Connection Pooling in Node.js and TypeScript Services

Most database crashes in Node.js apps don’t happen because of heavy queries. They happen because of unmanaged connection pools. When your TypeScript…

typescriptnodepostgresbackendengineering
Dev.to Oct 14, 2026, 18:26 UTC
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RAG Tenant Isolation Inside the Vector Index

Put the user filter inside the vector search itself. If you search everything and remove other people’s chunks afterwards, those chunks still use up…

aisecuritypostgresarchitecture
Dev.to Oct 14, 2026, 16:28 UTC
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Idempotency keys done right: exactly-once effects over at-least-once networks

Why "just retry" creates duplicate payments, and a PostgreSQL-backed design for idempotency keys that survives double clicks, timeouts, crashes and…

apibackenddistributedsystemspostgres
Dev.to Oct 14, 2026, 04:19 UTC
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Postgres Retrieval Architecture: Multi-Tenant SaaS Help Center Schema Design

Short answer: use a staged retrieval design with explicit collections, bounded queries, and traceable source context, then make index cost a schema…

ragpostgresarchitecture
Dev.to Oct 14, 2026, 00:19 UTC
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Do Cardano's governance vote rationales still resolve? Measuring it with db-sync and a blake2b-256 check

Under CIP-1694, a Cardano governance vote can carry an anchor : a URL to a document that explains the vote, plus a blake2b-256 hash of that document…

cardanoblockchainpostgresdatascience
Dev.to Oct 13, 2026, 23:19 UTC
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Building Resilient REST APIs with TypeScript, Node.js, and PostgreSQL

Most backend bottlenecks don’t happen because of poor hardware. They happen because of unindexed database queries, sloppy async error handling, and…

typescriptnodepostgresbackenddeveloper
Dev.to Oct 13, 2026, 16:25 UTC
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Zero-Downtime Database Migrations: Shadow Tables, Dual-Writing, and Schema Expansion

Taking a mission-critical B2B SaaS database offline for a multi-hour ALTER TABLE migration is no longer acceptable for high-growth engineering teams…

databasepostgresdevopsarchitecture
Dev.to Oct 6, 2026, 16:23 UTC
EN

The outbox pattern without a relay

Work on a distributed system long enough and you'll know the particular cold sweat of the dual write. You insert an order into the database and the…

postgresoutboxdistributedsystemsmessaging
Dev.to Oct 6, 2026, 07:19 UTC
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PostgreSQL Point-in-Time Recovery in Kubernetes: WAL-G + Stolon Pattern

PostgreSQL Point-in-Time Recovery in Kubernetes: WAL-G + Stolon Pattern We recovered a 2TB PostgreSQL database to 14:32:18 yesterday after a botched…

postgreskubernetesbackupdevops
Dev.to Oct 4, 2026, 15:25 UTC
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Self-Hosting Supabase for Health Data under GDPR: Lessons From Running a Telemedicine Platform

We run Docto24 , a German telemedicine platform: patients book online consultations, licensed physicians review medical questionnaires and issue e-p…

backenddatabasepostgresprivacy
Dev.to Oct 4, 2026, 11:17 UTC
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We shipped a feature whose only job is to stop the pipeline, and enough is two weekdays of outflow

Most of the work in Nakodo is a pipeline that keeps going: search, read profiles, score, find the published contact address, draft, send, follow up.…

typescriptpostgresarchitecturewebdev
Dev.to Oct 4, 2026, 10:17 UTC
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Idempotency Part 2: The Backend Contract - Why ON CONFLICT Is Not Enough

The Real Problem Is Not Duplicate Requests The naive backend implementation looks safe until two requests arrive at the same time. Both check whethe…

architecturebackenddatabasepostgres
Dev.to Oct 3, 2026, 16:27 UTC
EN

Microservices Event Pipelines: Outbox Pattern, CDC, and Idempotent Event Sourcing

In distributed microservice architectures, synchronizing database updates with downstream event streams is a notorious source of silent data drift.…

microserviceskafkapostgresarchitecture
Dev.to Oct 3, 2026, 11:30 UTC
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Just Add More Database Connections Is a System Design Trap

During system design interviews or production firefighting sessions, a common piece of logic always resurfaces: "If our Hibernate threads are starvi…

devopspostgressystemdesignkubernetes
Dev.to Oct 3, 2026, 04:18 UTC
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Postgres Multi-Tenancy: Row-Level Security, tenant_id Filters, or a Schema per Tenant?

For most B2B SaaS apps, a tenant_id column plus row-level security (RLS) on every table is the right default: you keep one schema and one migration…

postgresdatabasesecurityarchitecture
Dev.to Oct 2, 2026, 15:28 UTC
EN

CRUD Was the Easy Part: What I Learned Building a Self-Hosted Judging System

The first version of my hackathon platform had a login screen, a form to create events, and a page where judges could type in scores. It looked like…

webdevnodepostgresarchitecture
Dev.to Oct 2, 2026, 14:18 UTC
EN

PostgreSQL Row-Level Security: Multi-Tenancy Without Leaking Tenant Data

Building a multi-tenant SaaS application is fraught with danger. In a traditional shared-database architecture, every single SQL query must remember…

postgressecuritydatabasebackend
Dev.to Oct 2, 2026, 08:30 UTC
EN

Zero-Downtime Database Migrations: The Expand and Contract Pattern in Production

In an early-stage hobby project, updating a database schema is trivial: you stop the application, run ALTER TABLE users RENAME COLUMN username TO ha…

databasepostgresdevopsarchitecture
Dev.to Oct 1, 2026, 17:30 UTC
EN

Split-Brain Needs a Cluster. Mine Happened on One Server.

Today I want to talk about split-brain. The name sounds dramatic, and the problem is dramatic too. One system splits into two halves, and each half…

distributedsystemssystemdesignpostgresinterview
Dev.to Sep 30, 2026, 12:30 UTC
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Building an ETL Pipeline with Python, Docker, and PostgreSQL (And Debugging the Real Errors)

Most ETL tutorials show a perfect, frictionless flow. The reality? My pipeline turned into a festival of KeyError's , outdated schemas, and API payl…

dockerpythonpostgresdata
Dev.to Sep 29, 2026, 00:14 UTC
EN

The Silent Killer in Spring Boot: Why @Transactional Around Third-Party APIs Exhausts Your Connection Pool

It’s 03:00 PM on a Tuesday. Your monitoring dashboards go red. Incoming requests are timing out, HTTP 504 errors are spiking, and users are reportin…

javaspringbootpostgresarchitecture
Dev.to Sep 28, 2026, 20:11 UTC
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Eliminating Race Conditions in Clustered Spring Boot with PostgreSQL Advisory Locks

It’s 02:14 AM. Your alert manager fires: an account balance dropped below zero, or a user received two trial credits instead of one. You trace the l…

javaspringbootpostgresarchitecture
Dev.to Sep 28, 2026, 20:00 UTC

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