Data Engineering Resources

Designing AI for Long-Running Tasks: Looking Beyond More Context

Thinking beyond longer context as AI systems take on tasks that can last up to several days, multiple systems, and environments.

October 16, 2026

by Supriya Vijay

· 1,175 Views

Moving 900+ GB of Prometheus Without a Cutover Weekend

Learn how we moved a 900+ GB Prometheus to VictoriaMetrics without a cutover weekend: delete the series nobody reads first, dual-write for months, etc.

October 16, 2026

by Daniil Romashov

· 1,409 Views · 1 Like

Feature Engineering Techniques That Actually Improve Model Accuracy

Feature engineering, not model swapping, drives most accuracy gains — via imputation, encoding, skew correction, interaction features, and feature selection

October 16, 2026

by David Taiwo Balogun

· 1,191 Views · 2 Likes

When Retries Become Failure Amplifiers: The Hidden Cost of Recovery at Scale

Retries save individual requests, but at scale, blind retries can flood an already struggling service, turning a slow dependency into a full platform outage.

October 16, 2026

by Sayan Chatterjee

· 1,150 Views

Catching Query Regressions Before Your Users Do

Users can receive a list of regressions as objects that can be processed through various pipes, enabling automatic checking of all queries.

October 15, 2026

by Deepesh Dhake

· 1,136 Views

The Five Stages of AI Adoption: A Practical Maturity Model for Software Teams

AI adoption should be measured by how much responsibility, integration and control AI has inside real workflows, not by how many people have chatbot access.

October 15, 2026

by Muhammad Asadullah (Asad)

· 1,547 Views · 2 Likes

You Don't Have to Pick One: A Hybrid Approach to Enterprise Data Refresh

Learn how to combine incremental and full data loads in a hybrid refresh strategy to balance performance, compute, reliability, and data correctness.

October 15, 2026

by Pratham Yadav

· 1,494 Views

AI-Era Cybersecurity, Part 2: Building the System Context, Governance and Agent Identity

Learn why AI agents writing patches need to be treated as privileged identities rather than features, and the frameworks like CISA's four-factor test, KEV, and SBOM.

October 15, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 1,118 Views · 1 Like

Meta's New Muse Wonder Models Challenge OpenAI, but Access Comes With Limits

Meta's Muse Wonder AI models challenge OpenAI and Anthropic with new agent capabilities. Explore benchmark results, pricing, access restrictions, and privacy risks.

October 15, 2026

by Aminu Abdullahi

· 4,175 Views · 1 Like

DeepSeek Eyes $400M Robotics AI Startup in New Funding Push

DeepSeek reportedly plans to lead funding for Chinese robotics AI startup Winverse at a $400 million valuation, signaling a broader push into physical AI.

October 14, 2026

by Aminu Abdullahi

· 4,208 Views

Data Governance Is a Security Control, Not a Compliance Checkbox

Wire access policy to classification tags, not table names — that's the fix. Biggest gap right now: RAG/vector stores have none of these controls at all.

October 14, 2026

by Rahul Singh

· 1,558 Views · 1 Like

A Brown-Bag Project: babbler

babbler is a tiny, MIT-licensed brown-bag project that turns any counter number into a guaranteed-unique, pronounceable two-word name.

October 14, 2026

by Peter Verhas

CORE

· 1,101 Views

Azure Key Vault Secrets That Reconcile Themselves in Go, With mamori

Your Go service resolved the Key Vault secret once at boot. mamori watches Key Vault and reconciles new versions into the running process, no restart.

October 14, 2026

by Xavier Portilla Edo

CORE

· 1,132 Views

How to Test PUT, PATCH, and DELETE API Requests Using Playwright TypeScript

Learn how to test PUT, PATCH, and DELETE API requests in Playwright TypeScript, including code examples for updating and deleting data.

October 14, 2026

by Faisal Khatri

CORE

· 1,779 Views · 1 Like

Rotate AWS Secrets Manager Secrets Without Restarting Your Go Service, With mamori

Secrets Manager rotates your password; your Go service never notices. mamori watches Secrets Manager and Parameter Store and reconciles rotations live.

October 14, 2026

by Xavier Portilla Edo

CORE

· 1,430 Views · 1 Like

AI-Era Cybersecurity, Part 1: Mapping Glasswing, Daybreak, Lightwell and the Tools Racing to Find and Fix Bugs

AI is now used on both sides of the vulnerability fight: it finds bugs faster for defenders and shortens the time attackers need to weaponize them.

October 14, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 1,588 Views · 2 Likes

Introducing mamori: Typed, Watchable Config and Secrets for Go

mamori is an open-source Go library that loads config and secrets from 30+ sources into typed, validated structs and keeps them reconciled at runtime.

October 14, 2026

by Xavier Portilla Edo

CORE

· 1,150 Views