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Connectors

Connect Your Data

Nine connectors available today, across cloud storage, warehouses, databases, and APIs. Schema inference, auth, and incremental sync are built into every one.

Built Into Every Connector

These features work across all source types.

Automatic Schema Inference

Every connector detects column names, types, and nested structures on connect. No manual schema definition needed.

OAuth & Credential Management

GCS and BigQuery use Google OAuth, no raw access keys to manage. Other connectors take a service credential or connection string, whichever the source requires. Tokens refresh automatically where OAuth applies.

Incremental Sync

File connectors track modification dates so only new and changed data is ingested on subsequent runs.

AI-Guided Setup

The Ingestion Engineer walks you through configuration conversationally: browsing, file selection, validation, and schema inference.

Available Today

Nine connectors you can use right now.

Cloud Storage

Connect to object stores and ingest files at any scale. Browse buckets and folders, select specific files, and auto-detect schema.

Google Cloud Storage (GCS)
OAuth or Service Account
  • Bucket and prefix browsing
  • File-level selection
  • CSV, Parquet, JSON auto-detect
  • Incremental sync by modification date
Amazon S3
Access Keys, IAM Role, or Cross-Account STS
  • Bucket and prefix browsing
  • File-level selection
  • CSV, Parquet, JSON auto-detect
  • Incremental sync by modification date

Data Warehouses

Ingest from existing warehouses or use them as compute engines for large-scale processing.

BigQuery
OAuth or Service Account
  • Dataset and table browsing
  • BigLake Iceberg integration
  • Partitioned table support
  • Also used as a compute engine
Redshift
Username/Password, IAM, or Cross-Account STS
  • Schema and table browsing
  • Cross-account access via role assumption
  • Partitioned table support
  • Also used as a compute engine

Databases

Connect directly to a running database. Every run reads through a query, either the full table or one you provide.

PostgreSQL
Connection String or Credentials
  • Schema reflection via SQLAlchemy
  • Full table or custom query ingestion
  • Type-safe column mapping
  • Fail-loud schema inference
MySQL / MariaDB
Connection String or Credentials
  • Schema reflection via SQLAlchemy
  • Full table or custom query ingestion
  • Type-safe column mapping
  • Fail-loud schema inference

APIs

Ingest from any REST or GraphQL endpoint with automatic pagination and nested response flattening.

REST API (Universal)
API Key, Bearer Token, Basic Auth, or OAuth
  • Any JSON or CSV endpoint
  • Automatic pagination handling
  • Nested JSON flattening
  • Custom headers and auth
GraphQL API
API Key, Bearer Token, Basic Auth, or OAuth
  • Schema discovery via introspection
  • Relay-style cursor pagination
  • Nested response data extraction
  • Custom headers and auth

Analytics

Pull reporting data directly from a connected analytics property.

Google Analytics 4
Service Account
  • Dimension and metric selection
  • Configurable lookback window
  • Direct Analytics Data API access
  • Property shared with a service account, same as BigQuery

Your data, connected

Stop copying credentials between tools.

Connect once. OptimaFlo handles schema inference, auth refresh, and incremental sync.

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