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News
Stream Processing on the Mainframe With Apache Flink
2+ day, 19+ hour ago (897+ words) Apache Flink on the IBM mainframe connects real-time processing with core systems, enabling hybrid cloud and AI without full migration. A few months ago, I wrote about integrating Apache Kafka with mainframe systems. The blog covered various real-world examples across…...
Why Your CI/CD Tools Are the New Cyber Battlefield
3+ day, 21+ hour ago (800+ words) Fifteen years in, and the conversation I have most often with security leads still starts the same way: how's your perimeter, how's your endpoint coverage, how's your SOC staffed? Almost nobody opens with "how's your pipeline." That's the gap I…...
How to Safely Deploy Control-Plane and Data-Plane Changes
3+ day, 22+ hour ago (259+ words) Safely deploy control- and data-plane changes with Argo CD, Argo Rollouts, health gates, traffic shifting, and rollback. Argo CD sync phases and waves provide deterministic ordering inside an Application. Resources are ordered by phase, numeric wave, kind, and name. Argo…...
When DORA Metrics Lie: Rethinking CI Pipeline Data
5+ day, 23+ hour ago (803+ words) When mock files drift from current service behavior, DORA metrics underreport failures. Deployment rework rate is the metric that shows what change failure rate missed. Every one of these metrics is a faithful record of what the pipeline said happened....
How Performance Engineers Fix Hidden System Bottlenecks
6+ day, 1+ hour ago (1579+ words) Picture a business-critical SQL query crawling for seven hours. Nearly a full workday. The system keeps grinding through data, the business keeps losing time and money, and users are stuck waiting. Then a performance engineer steps in. After a few…...
Test Automation for Regulated Surgical Software
1+ week, 3+ day ago (783+ words) Stop maintaining audit trails by hand. Here's how regulated software teams can make traceability a byproduct of automation, not a separate deliverable. In most software, a red test is a bug. On the systems I work on, a red test…...
Designing Replay-Safe CDC Pipelines
1+ week, 4+ day ago (874+ words) Change data capture (CDC) pipelines look straightforward on paper: capture database changes, publish them to Kafka, and update downstream systems. The difficulty starts when events are duplicated, consumers restart, projections drift, or a team needs to replay months of history without…...