Conductrics vs Confidence by Spotify
Conductrics
conductrics.com
Confidence by Spotify
confidence.spotify.comSide by side
| Figure | Conductrics | Confidence by Spotify |
|---|---|---|
| Price from | — | $449/mo |
| Free plan | — | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| iOS | Yes | Yes |
| Android | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | — |
| Plans published | 1 | 6 |
| Spec score · A/B Testing Tools | 7.8 (#24) | 8.5 (#12) |
| Spec score · Experimentation Platforms | 7.7 (#14) | 8.4 (#8) |
| Experimentation | It supports visual A/B tests, multivariate tests, and backend experiments through a visual editor or API-first architecture. | The platform includes sequential testing, automatic guardrails and CUPED variance reduction. |
| Product | Conductrics combines web UI and server-side experimentation, adaptive optimization, and customer research in one platform. | Confidence is Spotify's warehouse-native experimentation and feature-management platform for running A/B tests, managing feature flags, defining warehouse-native metrics and making data-informed product decisions. |
| Support | Each license includes a dedicated Solutions Architect and shared Slack channel, and demo inquiries typically receive a response within one business day. | The Free plan includes email and in-product support, Growth includes priority support, and Enterprise includes direct Slack access to engineers and a dedicated Customer Success Engineer. |
Plans
Confidence by Spotify
- FreeFree
- 150K credits top-up$129, paid once
- 500K credits top-up$299, paid once
- Growth$449 a month
- 1M credits top-up$549, paid once
- EnterprisePriced on request
In their own words
Conductrics
Conductrics combines web and server-side experimentation, adaptive optimization, and customer research. Teams can create visual A/B tests, multivariate tests, and backend experiments through a visual editor or API-first architecture. Contextual multi-armed bandits using Thompson Sampling adjust traffic allocation and expose human-readable decision trees. Context-aware surveys can run during experiments, with responses used as targeting variables or success metrics. Deployment options include client-side scripts, server-side APIs, hybrid setups, edge computing, and self-hosted JavaScript files. Conductrics provides a REST API, Node.js, Java, and Swift libraries, plus iOS, Android, and React Native support. Named integrations include Contentsquare, Hotjar, Segment, Mixpanel, AWS S3, BigQuery, GA4, Adobe Analytics/AEP, and Snowplow. The maker states SOC 2 Type 2 certification, HIPAA compliance, GDPR support, and data minimization. Enterprise licenses include all platform capabilities without seat-count charges; pricing is available on request.
Confidence by Spotify
Confidence by Spotify is a warehouse-native platform for experimentation and feature management. Teams can run A/B tests, define metrics in their warehouse, manage feature flags, and use product data to guide decisions. Experimentation tools include sequential testing, automatic guardrails, and CUPED variance reduction. Rollouts can ramp releases from 1% to 100% while guardrails monitor for regressions, with one-click reverting. Feature flags include typed schemas, warehouse-powered targeting, and cleanup support; the Free plan includes unlimited flags and seats. Analytics accepts plain-English questions and returns charts and causes grounded in experiments, metrics, and warehouse data. Every account receives a managed warehouse, while paid plans can connect BigQuery, Snowflake, Redshift, and Databricks, with analysis in inspectable SQL. Session Replay overlays real user sessions with flags and experiment variants. The service is built on the OpenFeature API and offers migration kits to rewrite competitor SDK code to that standard. Pricing includes a Free plan with 75,000 credits per month and Growth at $449 a month. A 30-day trial is listed.