Browser & API acquisition
Choose the most stable permitted collection path for each source, from direct endpoints to controlled browser sessions.
INFRASTRUCTURE
Every layer engineered for reliable delivery.
A production data pipeline is more than extraction. Acquisition, session control, validation, recovery, and delivery must work together when sources become unpredictable.
Discuss Your Infrastructure04
DeliveryDB · API · WebSocket · CSV
OUTPUT03
ValidationSchema · Dedupe · QA
CHECK02
OrchestrationQueues · Retry · Checkpoints
CONTROL01
AcquisitionWeb · API · Portal · App
INPUTSYSTEM ARCHITECTURE
One pipeline. Four dependable layers.
Each layer has a clear responsibility, so failures can be detected, isolated, and recovered without losing the full job.
01AcquireConnect to the source
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02OrchestrateControl jobs and sessions
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03ValidateProtect data quality
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04DeliverFit the client stack
CAPABILITIES
Designed around failure modes.
The system expects interrupted sessions, changing structures, rate limits, malformed records, and delivery outages—and plans for them.
Session orchestration
Maintain authentication, cookies, concurrency, and source-specific state across long-running collection jobs.
Checkpoint recovery
Resume safely after interruption without restarting the full job or duplicating already completed work.
Schema validation
Normalize values, detect missing fields, remove duplicates, and enforce an agreed structure before delivery.
Real-time streaming
Transform live source events and deliver them continuously with reconnection and retry protection.
Flexible delivery
Send clean data into the system your team already uses—without forcing another manual handoff.
PRODUCTION STANDARD
Built to keep running when conditions change.
Reliability is designed into the workflow from the first sample, not added after a script starts failing.
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Observable jobsClear status, progress, and failure reporting.
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Safe recoveryRetries and checkpoints protect completed work.
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Validated outputEvery delivered record follows the agreed schema.
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Maintainable componentsSource-specific logic remains isolated and replaceable.
ARCHITECTURE FIRST
Need a pipeline that will survive production?
Tell us the source, volume, frequency, and destination. We’ll map the right acquisition and delivery architecture.
Design My Pipeline