| Interview rounds | Recruiter, technical screen, then a loop of coding, system design and a behavioural round. | Recruiter, technical screen, then coding, system design and a collaboration or values round. |
| Coding style | Practical algorithms and data handling, with clean, correct implementation. | Practical coding tied to realistic backend tasks and clear reasoning. |
| System design depth | High-volume metrics and log ingestion, time-series storage, querying and multi-tenant scale. | Event and error ingestion, aggregation, alerting and performance monitoring pipelines. |
| Data-intensity signal | Strong focus on throughput, storage cost and query latency at large scale. | Focus on reliable ingestion, deduplication, sampling and useful developer signal. |
| Behavioural framework | Ownership, collaboration and operating across a broad product platform. | Collaboration, customer empathy and contributing to a developer-first culture. |
| Take-home | Varies by team; some include a practical component. | Varies by team; a practical exercise is possible. |
| Offer typical TC | High public-company package with a meaningful equity component. | Private-company package, with equity value and liquidity assumptions to inspect. |
| Decision speed | Structured, with level calibration in the debrief. | Often quicker given a smaller, focused org. |