Soft.xyz is an independent, data-driven platform that compares 232+ developer tools across 69 categories by real metrics — GitHub activity, npm downloads, actual pricing, DX scores, and community sentiment. Unlike pay-to-play review sites, every ranking on Soft.xyz is based on publicly verifiable data pulled from GitHub, npm, and official pricing pages.

How does Soft.xyz collect data?

Soft.xyz pulls data from public APIs including GitHub (stars, forks, commits, open issues, last commit date), npm (weekly download counts), and official pricing pages. Community sentiment data comes from Reddit and Hacker News mention tracking. All metrics are refreshed weekly and timestamped so you can see exactly when data was last updated.

Is Soft.xyz free to use?

Yes, Soft.xyz is completely free to use. All tool pages, comparisons, benchmarks, DX scores, pricing analysis, and category rankings are available at no cost. For teams that need a deeper analysis, we offer a paid Stack Audit report ($199) that evaluates your entire tech stack with personalized recommendations. An API is also available for programmatic access to our dataset.

How many tools does Soft.xyz track?

Soft.xyz tracks 232 developer tools across 69 categories including databases, hosting, authentication, payments, analytics, CI/CD, monitoring, search, CMS, and more. Each tool page includes real-time GitHub metrics, npm download counts, pricing breakdowns, and side-by-side comparisons with alternatives in the same category.

Home / Migrations / Datadog → OpenObserve / SigNoz

Datadog → OpenObserve / SigNoz

hard

Datadog bills can hit $50k/mo for mid-size teams. OpenObserve and SigNoz are open-source, OTel-native and run on object storage for cheap retention.

Estimated: 8-20h · 6 steps

Progress0%

Step 1: Pick the target

OpenObserve: Rust-based, very cheap S3 storage. SigNoz: more polished UI, ClickHouse-backed. Both speak OTLP.

Step 2: Deploy backend

Helm chart on K8s or docker-compose on a VPS. SigNoz Cloud and OpenObserve Cloud also available if you want managed.

Step 3: Switch instrumentation to OTel

Replace Datadog SDK calls with OpenTelemetry SDK. Most languages: dd-trace → @opentelemetry/sdk-node + auto-instrumentations.

Step 4: Point exporters at new backend

OTEL_EXPORTER_OTLP_ENDPOINT=https://your-collector:4318

Step 5: Recreate dashboards and alerts

Datadog dashboards must be rebuilt. SigNoz has dashboard-as-code; OpenObserve uses Grafana under the hood for dashboards.

Step 6: Cut over and decommission

✓ Logs, metrics, traces all flowing to new backend. Datadog usage zero for one billing cycle before cancel.