Data arrives on its own — no manual exports
Connectors to your systems, incremental loads and monitoring: if a source fails, you find out before you see an empty report.
01Builder
Sketch your data architecture
Pick sources and goals — the diagram appears on the right straight away: sources, pipeline, warehouse, BI and outputs.
Preliminary architectureNodes: 10
- CRM → ETL · file ingestion
- ERP · 1C → ETL · file ingestion
- Excel · Sheets → ETL · file ingestion
- +2 sources → ETL · file ingestion
- ETL · file ingestion → Data quality checks
- Data quality checks → Data Warehouse
- Data Warehouse → Data marts
- Data marts → BI layer · metrics
- BI layer · metrics → Scheduled reports
- Scheduled reports
SOURCES CRM · ERP · 1C · Excel · Sheets · External API · Other systems PIPELINE 5 connectors · File ingestion with schema checks · Deduplication · validation · reference data STORAGE Data Warehouse (PostgreSQL or ClickHouse by volume) · Data marts per department OUTPUTS Scheduled reports
This is a preliminary outline. The architecture may change once we look at your sources.
02Data integration
What we connect
Accounting systems, CRMs, billing, databases, external APIs, spreadsheets and files, logs and website events.
- Loads on a schedule or on events
- Retries and failure notifications
- A log of every load
Need two-way system integration, not just exports for analytics?
Integrations at DevZoneDevZone04Contact
Let’s look at your data
Five questions and you get a preliminary data architecture and a first step. Or just write to us.
Preliminary data architecture
Step 1 of 6