GitHub Actionsgives you the keys to the car. Use any executable as your shell, not just the usual suspects. Go wild, but hey, keep an eye on those security gremlins lurking in the shadows... read more  

AI's not just another wrench in the toolbox—it's your new coworker, reshaping Industrial DevOps and revolutionizing complex cyber-physical systems. AI revs up CI/CD pipelines and collaborates with humans like a hyper-disciplined lab partner. It demands careful handling, though. Responsible use is cr.. read more  

OpenTelemetry(OTel) delivers observability without handcuffing you to a single vendor. But brace yourself; it's ever-evolving, with a learning curve that rivals your favorite rollercoaster. There’s no coasting—constant updates are your new normal. With its modular design and a thriving community, OT.. read more  

The most important purpose of a post-incident review is to learn from incidents and improve the system. The "5 Whys" technique, while intuitive and easy to explain, may have limitations in facilitating meaningful learning from incidents. Open-ended questions in post-incident reviews can lead to rich.. read more  

Top devsprefer official docs overStack Overflow. They savor tools thoroughly, not dabbling. Fearless with code, they untangle complexity, and always chase knowledge. Generosity? That's their natural habitat... read more  

PinterestbattledEC2 network throttlingfrom sneaky microbursts. Unearthed some killer bandwidth insights usingENA metricsto amp up performance. A leap toAWS Nitro instancesrevealed the real kicker—you need to stay on top of bandwidth constraints and wieldfine-grained rate limitinglike a pro... read more  

MCP (Model Context Protocol)is shimmying its way into the center stage as the go-to AI communication layer. It’s ditching local servers for cloud-hosted, multi-tenant ones. But the transition isn’t all smooth sailing. It’s wrestling with ever-shifting specs. Right now, remote servers only handleSSE .. read more  

AWS Serverless app developers canchop network footprint by 80%using gzip compression, defying Lambda's 6 MB payload ceiling. Sleek tricks like tapping intoAmazon S3 for hefty payloadsand fine-tuningAPI Gateway with binaryMediaTypeshelp devs sidestep payload constraints, shedding network latency and .. read more  

Netflix tackled the pesky IP address mix-up problem. They turned toFlowExporterand eBPF for snappy in-memory lookups. This approach nails down accurate workload identities. With 5 million flows cruising by every second, this setup practically nukes IP misfires, opening up a treasure trove of service.. read more  

The rise of IIoT devices, AI systems, and increased cyber threats are reshaping how industrial environments must defend themselves. One of the most effective strategies?Microsegmentation. Our latest Knowledge Base article breaks down: The core principles ofdefense-in-depthfor industrial networks ..