One-click data pipelines for SFTP to Convex
Easily sync data from SFTP to Convex, explore your data with the rich Data Explorer and transform your SFTP data with SQL.
- 5-minute setup
- GDPR compliant, EU-hosted
- SOC 2 Type II certified
SFTP to Convex, end to end
SFTP
SFTP holds business data that teams need alongside the rest of their stack, whether that is customer records, transactions, documents or activity logs. Pulling it out for reporting normally means custom API scripts or one-off integration work. Peliqan provides a managed SFTP connector that syncs it into your warehouse automatically, with incremental updates and schema changes handled for you.
Convex
Convex is a backend platform for application developers, combining a reactive document database with server functions and real-time subscriptions. It is optimised for application state rather than analytics, so reporting on it means moving the data somewhere queryable. Peliqan syncs Convex with 300+ business applications and warehouses through managed connectors, with incremental updates and automatic schema handling.
Common SFTP to Convex use cases
Instant ELT pipeline & data warehouse loading
Peliqan brings ETL pipelines, data transformations and reverse ETL together in one integrated platform. Connect your favorite BI tool and activate your data with SQL and low-code Python.
Direct-to-warehouse sync
Sync SFTP data into Convex in a few clicks. Want another target? Point the same pipeline at Peliqan’s built-in warehouse or any database you run.
One-click pipeline setup
Set up a production-ready ELT pipeline in just minutes. SFTP data lands in Convex with schema detection, incremental syncs from every 15 minutes.
AI-driven data management
Transform SFTP data in Convex using SQL or low-code Python. Describe the logic in plain English, let AI draft it, then clean, validate and enrich.
Multi-source integration
Combine SFTP with any of Peliqan’s 300+ connectors inside Convex. Build unified data sets for analytics, reporting and AI in one place, not five tools.
Python & SQL processing
Write your own Python or SQL when you need control. Schedule scripts, enforce business rules and publish Streamlit data apps on SFTP data in Convex.
Reverse ETL & orchestration
Push enriched Convex data back into the apps your teams use, then run the whole flow on a schedule with built-in orchestration, dependencies and alerts.
How to connect SFTP and Convex
1. Connect in 30 Seconds
Authenticate your source (SFTP)
via OAuth or API key – no complex setup.
2. Data Flows Automatically
Your data appears in the Peliqan data warehouse with automatic schema detection and optimization for analytics.
Or bring your own data warehouse (Snowflake, Redshift, Bigquery, Clickhouse, Fabric).
3. Query & Analyze
Use SQL, natural language queries, or the Peliqan data explorer and analyze your unified data.
4. Activate Insights
Connect your favorite BI tool to the Peliqan data warehouse, build Python apps, and sync insights back to your business applications.
5. Enable AI Agents
Turn on AI Agents (RAG and text-to-SQL) to answer business queries, generate SQL, or trigger downstream actions (e.g., create a CRM task).
Beyond simple sync
A cloud data platform designed for the systems and workflows modern data and business teams use every day.
Incremental pipelines
Efficiently sync only new & changed records from SFTP to Convex using incremental loading strategies.
Schema evolution management
Automatically handle schema changes in SFTP – new fields, renamed columns, and type changes are detected and propagated to Convex.
Data quality & validation
Built-in data quality checks ensure clean data in Convex. Set validation rules, detect anomalies, and get alerts for data quality issues.
Enterprise orchestration
Schedule complex workflows, dependencies, and multi-step pipelines. Use built-in orchestration capabilities.
Warehouse-native optimization
Loads are tuned to Convex using its native bulk-load path for optimal query performance.
Developer platform
REST APIs, Python SDK and a custom connector framework for advanced data engineering workflows.
What Peliqan syncs from SFTP
Peliqan loads your SFTP data into Convex as analytics-ready tables you can query with SQL. Schema changes are handled automatically.
The SFTP connector is live. We have not published its table list on this page yet, so the documentation has the current schema.
Technical Specifications
Peliqan provides a high-performance ELT engine optimized for modern cloud data warehouses.
Load, transform and orchestrate data reliably with warehouse-native speed and security.
Supported Data Types
- Protocols – REST, SOAP, SFTP, ODBC, JDBC etc.
- Support for staging tables, external tables & native ingestion formats
- Automatic schema evolution and change detection
Performance & scale
- Handles millions of records with distributed processing
- Near real-time data sync for most object types
- 99.9% uptime SLA with redundant infrastructure
Security features
- End-to-end encryption in transit and at rest
- VPN tunnel support and on-premises agents
- Enterprise SSO integration available
More destinations for SFTP
Send data out
Sync your SFTP data into these databases and warehouses.
SaaS Data Cockpit
Connect your apps, then work with the data in a spreadsheet, in SQL, or in plain English. No pipelines to maintain.
Built with enterprise-grade security and compliance.
Frequently asked questions
Can I connect multiple SFTP instances?
Yes, you can connect multiple instances of SFTP and unify the data, or you can customize field mappings for each connection.
How often does the data sync?
You control the sync frequency: as often as every 15 minutes on the Pro plan, or hourly, daily and custom schedules. Some source systems set their own limits – Exact Online, for example, defaults to every 6 hours.
Can I transform data during the sync process?
Yes. Transform data with SQL or low-code Python before or after it lands in the warehouse. You can clean fields, join across sources and reshape tables without touching the source system.
Is there a limit on data volume?
Peliqan handles enterprise-scale data volumes. Our distributed architecture processes millions of records efficiently with automatic scaling based on your needs.
What if I need a custom integration?
Our team builds custom connectors, typically within 2 weeks. You can also build your own pipelines with low-code Python.
Ready to run SFTP reports on live data in Convex?
Connect SFTP to Convex in minutes, and build the reports and dashboards your team actually needs.