Operations | Monitoring | ITSM | DevOps | Cloud

Kubernetes has transformed how teams build and scale applications, but it has also introduced new layers of complexity. Platform and DevOps teams must now integrate and manage multiple technologies: CNI, ingress and egress gateways, service mesh, and more across increasingly large and dynamic environments.

Salesforce APIs sit quietly behind countless customer interactions. They connect CRMs to billing, sync leads to marketing, and power dashboards that executives depend on daily. Yet when one of those APIs slows down or breaks, it often happens without alarms. Dashboards still load, integrations keep attempting retries, and somewhere data silently stops flowing. That’s the danger of invisible API failure—by the time someone notices, the damage has already been done.

The Playwright framework is known for its UI testing features, but it also has robust tools for testing API capabilities. Playwright API testing tools allow you to build faster and more reliable end-to-end tests. Because you can combine both the UI and API tests into one test suite, your testing efforts become more efficient.

Nowadays, AI agents are becoming more and more popular and often deployed as part of production systems. However, this rapid adoption brings unique observability challenges that require flexible solutions. On the one hand, AI agents are fundamentally just like any other software services that produce the same classic observability signals we’re familiar with: metrics, logs, and traces.