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⚡ AI Lessons

Dev.to · Polliog
📰 AI News & Updates
⚡ AI Lesson
1mo ago
TimescaleDB 2.27 Added Bloom Filters to UPDATE and DELETE. Your EXPLAIN Won't Tell You If They Work Unless You Know These Counters.
TimescaleDB 2.27, released May 12 2026, extends bloom-filter batch pruning from reads to writes....

Dev.to · Polliog
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
The CloudWatch to S3 Tables Mirror Is Not an Archive. It Expires With Your Log Group.
As of June 2026, CloudWatch Logs can mirror a log group into S3 Tables in Apache Iceberg format,...

Dev.to · Polliog
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
PostgreSQL Said No to Query Hints for 20 Years. Postgres 19 Ships Them.
PostgreSQL 19 ships pg_plan_advice, a contrib module that describes, captures, and enforces planner...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
TigerFS: A Filesystem Backed by PostgreSQL
TigerFS is a filesystem backed by PostgreSQL, built by the Timescale team. It mounts a database as a...

Dev.to · Polliog
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
I Replaced ElastiCache with Valkey on ECS (And Cut the Bill by 70%)
ElastiCache is a genuinely good service. Managed failover, automated backups, CloudWatch integration...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
Your Node.js App Is Probably Killing Your PostgreSQL (Connection Pooling Explained)
A few months ago I was looking at why a PostgreSQL instance was running at 94% memory on a server...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
I Ditched Prisma for Raw SQL (And My Queries Got 10x Faster)
Prisma is genuinely good software. The schema DSL is clean, the type generation works well, and for a...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
Your API Responses Are 40x Larger Than They Need to Be
I was profiling a production API last year when I noticed something that should have been obvious...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
I Removed Redis From My Stack and Used PostgreSQL for Job Queues Instead
Every Node.js project eventually needs background jobs. Send this email. Process this file. Run this...

Dev.to · Polliog
🔍 RAG & Vector Search
⚡ AI Lesson
5mo ago
PostgreSQL as a Vector Database: When to Use pgvector vs Pinecone vs Weaviate
"Should we use PostgreSQL as our vector database?" I've heard this question a lot in 2026. pgvector...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
6mo ago
PostgreSQL JSONB GIN Indexes: Why Your Queries Are Slow (And How to Fix Them)
You added a JSONB column. You created a GIN index. Your queries are still doing sequential...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
6mo ago
TimescaleDB Outperforms MongoDB for JSON Logs (100M Document Benchmark)
When building Logtide, we needed to store millions of JSON log documents. The "obvious" choice seemed...

Dev.to · Polliog
🌐 Frontend Engineering
⚡ AI Lesson
6mo ago
Server-Sent Events Beat WebSockets for 95% of Real-Time Apps (Here's Why)
Everyone defaults to WebSockets for real-time features. Most shouldn't. The reality: 95% of...

Dev.to · Polliog
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
6mo ago
TimescaleDB Compression: From 150GB to 15GB (90% Reduction, Real Production Data)
When you're storing time-series data at scale, storage explodes fast. We hit 150GB in raw log data...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
7mo ago
Building Real-Time Log Streaming with PostgreSQL LISTEN/NOTIFY
I needed tail -f for a distributed system. The logs were in PostgreSQL. Users wanted to see them...

Dev.to · Polliog
🏗️ Systems Design & Architecture
⚡ AI Lesson
7mo ago
Making Redis Optional: Why I’m pivoting to a 'Postgres-First' Architecture and why chose Valkey as alternative
I've spent the last few weeks rethinking the dependency graph of Logtide. Currently, if you want to...

Dev.to · Polliog
🏗️ Systems Design & Architecture
⚡ AI Lesson
7mo ago
Microservices Are Killing Your Performance (And Here's the Math)
The promise: Microservices make your system scalable, maintainable, and fast. The reality: For most...

Dev.to · Polliog
🔧 Backend Engineering
⚡ AI Lesson
7mo ago
I Replaced Redis with PostgreSQL (And It's Faster)
I had a typical web app stack: PostgreSQL for persistent data Redis for caching, pub/sub, and...

Dev.to · Polliog
📰 AI News & Updates
⚡ AI Lesson
8mo ago
LogTide 0.3.0: Full SIEM Dashboard, C# SDK, and Our Roadmap
Three weeks after launching 0.2.4, we're excited to announce LogTide 0.3.0 — our biggest release yet,...

Dev.to · Polliog
🌐 Frontend Engineering
⚡ AI Lesson
8mo ago
Building a Real-Time Log Viewer with Server-Sent Events and Svelte 5
Real-time data is hard. When building LogTide, one feature was non-negotiable: Live Tail—the ability...

Dev.to · Polliog
🛠️ AI Tools & Apps
⚡ AI Lesson
8mo ago
How we tripled User Activation with an Interactive Tutorial (Svelte 5 Case Study)
When we launched LogTide as an open-source, privacy-first log management platform, we faced a classic...

Dev.to · Polliog
☁️ DevOps & Cloud
⚡ AI Lesson
9mo ago
Why I chose Postgres (TimescaleDB) over ClickHouse for storing 10M+ logs
In the world of Observability and Big Data, ClickHouse is currently the undisputed king. It's...

Dev.to · Polliog
🌐 Frontend Engineering
⚡ AI Lesson
9mo ago
Real-world Svelte 5: Handling high-frequency real-time data with Runes
Svelte 5 is officially out, and it introduces Runes: a completely new way to handle reactivity. Most...

Dev.to · Polliog
🌐 Frontend Engineering
⚡ AI Lesson
9mo ago
I built an Open Source Datadog alternative because ELK was eating my RAM (SvelteKit 5 + TimescaleDB)
The Problem: Observability is expensive (or heavy) I love building side projects. But...
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