Data Engineering Resources

Securing Error Budgets: How Attackers Exploit Reliability Blind Spots in Cloud Systems

Attackers exploit SRE blind spots. Treat security like reliability: track breach budgets, monitor configs and access, automate detection, and respond systematically.

April 2, 2026

by Oreoluwa Omoike

· 2,996 Views · 1 Like

The Airlock Pattern: A Mathematician's Secret to Preventing Cascade Failures

The reason your staged rollouts still cascade, and the drain-before-advance pattern that fixes it, is inspired by one of history's greatest mathematicians.

April 2, 2026

by Jithu Paulose

· 1,787 Views

Mastering Azure Kubernetes Service: The Ultimate Guide to Scaling, Security, and Cost Optimization

Learn to optimize AKS with automated scaling, robust security policies, and cost-saving techniques for high-performance cloud clusters.

April 2, 2026

by Jubin Soni, FBCS

CORE

· 3,625 Views · 1 Like

Using Agentforce Vibes to Understand Your Salesforce Org

AI-assisted Salesforce org analysis for field usage and permission set overlap, using Agentforce Vibes to accelerate routine governance tasks.

April 2, 2026

by Sathish Kumar Velayudam

· 1,909 Views

End-to-End Streaming Optimization: Kafka to Delta With Exactly-Once Guarantees

Kafka feeds the stream, Spark tracks progress via checkpoints, and Delta's transaction log ensures every event lands exactly once, even across failures and restarts.

April 1, 2026

by Seshendranath Balla Venkata

· 2,733 Views · 2 Likes

Avoiding Markdowns: Optimizing Order Sourcing Through the Agentic Shift

Agentic AI transforms retail order sourcing by using real-time demand, weather, and supply data to reduce markdowns, optimize inventory, and boost margins.

April 1, 2026

by Saurabh Kumar

· 1,956 Views · 1 Like

AI Coding Agents Have Created a New Problem: The Validation Bottleneck

AI coding agents can refactor a microservice in seconds. So why are developers still spending half their day waiting to find out if their code actually works?

April 1, 2026

by Arjun Iyer

· 4,367 Views · 5 Likes

Secure Access Tokens in Web Applications: A Practical Guide From the Field

Secure access tokens with strong validation, short expiry, safe storage, and revocation to prevent theft and account takeover.

April 1, 2026

by Syed Saud

· 3,587 Views · 3 Likes

Delta Change Data Feed Deep Dive: Building Incremental Pipelines Without Complexity

Delta CDF in Databricks enables pipelines to process only changed rows with commit metadata, simplifying incremental ETL without full scans.

April 1, 2026

by Seshendranath Balla Venkata

· 3,195 Views · 1 Like

Responsible AI Playbook: A Security, Governance, and Compliance Checklist for Safe Adoption

A practical playbook for deploying generative AI at scale, covering governance, security, risk controls, and best practices for safe, compliant production use.

April 1, 2026

by Pratik Prakash

CORE

· 3,635 Views

SELECT AI Query Integration Using Oracle Autonomous Database 26AI and OpenAI

A custom framework testing Oracle 26ai’s ability to convert natural language into SQL using the 22 TPC-H benchmark. With no prompt engineering, it achieves high accuracy.

April 1, 2026

by Sanjay Mishra

· 3,905 Views

DocumentDB on Kubernetes

Securely connect to a MongoDB DocumentDB replica set in Kubernetes using mongosh with credentials retrieved dynamically from Kubernetes secrets for direct access.

April 1, 2026

by Abhishek Gupta

CORE

· 3,108 Views

Reliability Is Security: Why SRE Teams Are Becoming the Frontline of Cloud Defense

In cloud systems, reliability and security are the same problem — security changes can cause outages, and attacks often appear as operational issues.

March 31, 2026

by Oreoluwa Omoike

· 3,641 Views · 1 Like

Building a Video Evidence Layer: Moment Indexing With Timecoded Retrieval

Learn the Moment Indexing Pattern to build a Video Evidence Layer using OCR and ASR that provides verifiable, timecoded answers for knowledge management.

March 31, 2026

by Punitha Ponnuraj

· 2,335 Views · 2 Likes

Designing Production-Grade AI Tools: Why Architecture Matters More Than Models

Many AI tools fail in production not because of model quality, but due to architectural decisions around retries, cost control, observability, and multi-tenant safety.

March 31, 2026

by Aditya Gupta

· 1,696 Views · 1 Like

When AI Crashes: Classifying Failure Modes in Safety-Critical Software

AI fails silently in safety-critical systems — classify failures and enforce safety with voting, OOD detection, and a Simplex-style deterministic override.

March 31, 2026

by Rahul Karne

· 10,394 Views · 1 Like

Memory Optimization and Utilization in Java 25 LTS: Practical Best Practices

Memory optimization in the latest Java is more about controlling allocation, choosing the right GC, and measuring real behavior under load.

March 31, 2026

by Muhammed Harris Kodavath

· 3,279 Views · 5 Likes

Edge + GenAI: The Architecture Behind Instant Digital Experiences

Discover how GenAI at the edge unlocks real time digital experiences with low latency intelligence, responsive architecture, and next level customer engagement.

March 31, 2026

by Jyothsna devi

· 1,283 Views · 1 Like

Shipping GenAI Into an Existing App: How to Integrate AI Features Without Rewriting Your Stack

Learn a repeatable pattern for safely adding GenAI to existing apps. Choose workflows, define contracts, handle latency, build fallbacks, and roll out with telemetry.

March 31, 2026

by Naga Santhosh Reddy Vootukuri

CORE

· 1,921 Views · 2 Likes

Building a Deterministic Event Correlation Engine in Go for High-Volume Alert Systems

Design a deterministic event correlation engine so the same alerts always produce the same incidents, no matter arrival order or runtime.

March 31, 2026

by Akshay Pratinav

· 1,315 Views · 1 Like

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