Best AI Devops Tools in 2025

You should implement strong API rate-limit protections before creating an integration with JetBrains products (like IntelliJ, PyCharm, or Space) to avoid informational flooding to their endpoints or hitting throttling limits. This is particularly true if your application is syncing data, loading metadata, and/or automating builds. It's better to think of rate-limiting as a strategic and defensive strategy.
Begin with imposing client-side throttling — limit outbound requests per token or per user session using a token bucket or leaky bucket algorithm. You can implement some maximum, such as 60 requests/min per user or you can implement a more dynamic approach such as increase limit until the JetBrains's API returns 429 Too Many Requests. If a Retry-After header is returned, always respect that. On your backend service, there should be per-tenant and per-ip quotas to avoid abuse and runaway scripts.
Incorporate step back and retry logic with exponential delays so that your system intrinsically slows under load rather than retrying excessively. Use circuit breakers to disable some non-critical syns under API error spikes. Logging is important, so track performance metrics like average request rate, throttled request rate, retry success rate, etc., and somehow export it into your metrics stack (Datadog, Grafana, or what have you).
Lastly, to prevent throttles from cascading between tenants, isolate rate-limit pools by API key if your integration supports several JetBrains products or accounts. It's similar to driving on cruise control in that the objective is to drive so smoothly that you don't even sense the brakes applying.

You can configure backup and restore procedures for critical data in VS Code using built-in features like Settings Sync and Profiles, or with manual backups and version control. The most effective strategy combines these methods to protect both your configuration and project files.

Integrating Sourcegraph audit logs with your SIEM and SOAR platforms typically involves setting up a log-streaming mechanism that captures events as they happen and forwards them to your centralized security tools. The cleanest and most robust method is to use a direct API stream or a dedicated log collector agent, ensuring the logs are normalized for your environment.

To set up least-privilege admin roles for Cursor across global and project scopes, you must use a combination of team-wide settings and project-specific configuration files. The primary steps involve configuring roles in the Admin Dashboard, setting team-wide rules, and defining more granular, project-specific permissions via .cursor/rules files and permissions tokens.

If you want your team to actually use the new GoLand features within 30 days, skip the long technical docs and go for a hands-on, habit-building training plan. Start with a kickoff session (30–45 minutes) where you demo the top 3–5 features that actually matter to your workflow — think AI code completion, debugger updates, or new refactorings. Don’t just show them — compare the old way vs. new way so devs see immediate time savings.
After that, launch a 30 Days of GoLand mini-challenge — short daily or weekly tips posted on Slack, Notion, or your dev channel. Example: Day 5: Try the new Go test runner and share your favorite shortcut. This keeps the learning bite-sized and organic.
Nominate a few GoLand champions on the team who can answer quick questions and share use cases in code reviews. Metrics like internal survey check-ins (Which new GoLand feature have you utilized this week?) or feature usage telemetry (assuming JetBrains usage data is enabled) can also be used to monitor engagement.
At the 30-day mark, complete a feedback loop to find out which aspects individuals found confusing, which ones stuck, and which ones require more in-depth investigation. Bonus points if you make it fun: small shoutouts or coffee gift cards for those who share the best new feature find. In short, keep it real, fast, and tied to daily coding habits — that’s how you make GoLand adoption stick.