Building a Game Price Tracker: Handling Massive Data Complexity with Next.js & PostgreSQL
When I started building Rynko.it—a video game price tracker built to take on the giants in the niche—I thought the hardest part would be building th…
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Hybrid retrieval in one Postgres query: RRF over tsvector + pgvector
Dense vector search is great until your agent asks for parseAuthHeader and gets back three chunks about "authentication token handling" — semantical…
MySQL to PostgreSQL Migration: A Practical UK Guide for Decision-Makers
Database migration is rarely just a technical exercise. For UK businesses, moving from MySQL to PostgreSQL can affect application performance, opera…
Why I Publish to Kafka Only After the Transaction Commits
The bug that doesn't show up in tests — and what to do about it There is a class of bug in event-driven systems that is almost invisible in developm…
Why I Stopped Trusting "It Works on My Machine" and Actually Learned to Ship
I'll be honest about where this started. I could run docker-compose up and get an app running locally. I could follow a tutorial and end up with som…
Stop Guessing Batch Sizes: High-Performance Bulk Inserts in Spring Boot with PostgreSQL COPY
When you can't afford to guess the right batch size and don't want to pay for that lesson in production When I designed the persistence layer of a r…
Shifting Left: How TDD Became the Foundation of SokoFlow's Core Engine
SokoFlow Build Log — Month 1 of 4 Last semester I set out on a new strategic plan to level up my software development skills through deliberate, pro…
Zero-Downtime Migrations: A Step-by-Step Playbook
If you've ever typed ALTER TABLE on a production database and held your breath, this article is for you. Database migrations are one of the most dan…
Deploying Apache DolphinScheduler 3.1.9 Cluster with MySQL Instead of PostgreSQL? A Practical Docker Compose Guide
Background Today, we'll walk through one of the most requested deployment scenarios in the Apache DolphinScheduler community: deploying an Apache Do…
I shipped my first AWS + Vercel product in 7 days during a Meta attribution crisis 👋
Hi dev.to 👋 I'm Andres. Long-time builder, first-time dev.to poster. (Pretty sure I should have done this years ago.) Just shipped Ad Engine — a 24/…
Why I replaced DynamoDB with Aurora PostgreSQL Serverless v2 for an ad-ops monitoring workload
On February 14, 2026, Meta started enforcing health-data restrictions that broke pixel-based lower-funnel conversion tracking for DTC telehealth adv…
Circular Injection in Database Design.
What it is, why it happens, how it breaks your schema, and how to fix it for good. You are designing a database schema, tables are coming together n…
🔥 PostgreSQL vs SQLite – which one should you actually use for your web app or SaaS?
The choice between SQLite and PostgreSQL is a frequent point of confusion. The quick choice is: For almost any public-facing web app or SaaS, you wa…
RAG with EF Core and pgvector
You can read the original post over on lukaswalter.dev . Developers often start RAG apps using tutorials that recommend dedicated vector databases.…