Connect business systems through the interfaces they provide.
Data integrations may use vendor APIs, webhooks, databases, or structured exports. Access, available history, rate limits, and refresh cadence are assessed for each project.
Listed vendors and protocols are examples of integration targets, not endorsements or a claim that a connector is already deployed. Actual access and API behavior are confirmed during scoping.
Data Source and Integration Examples
Review common interface patterns. Exact endpoints and synchronization schedules depend on vendor access and project requirements.
Commerce & Transactions
Order lifecycles, refunds, inventory sync, and multi-currency revenue streams.
| Platform | Ingestion Protocol | Typical cadence |
|---|---|---|
| Shopify | GraphQL Admin API + Webhooks | Project-dependent |
| BigCommerce | REST v3 + Webhook Listeners | Project-dependent |
| WooCommerce | REST API v3 | Project-dependent |
| Amazon Seller Central | SP-API (Selling Partner API) | Project-dependent |
| Stripe | Events API & Financial Reports | Project-dependent |
Paid Media & Advertising
Normalized spend, impression delivery, and cross-channel attribution windows.
| Platform | Ingestion Protocol | Typical cadence |
|---|---|---|
| Google Ads | Google Ads API | Project-dependent |
| Facebook & Instagram Ads | Marketing API (Graph API) | Project-dependent |
| LinkedIn Ads | Marketing Solutions API | Project-dependent |
| TikTok for Business | Marketing API | Project-dependent |
| Pinterest Ads | Pinterest API | Project-dependent |
Web & Product Analytics
Session events, conversion funnels, user retention, and raw clickstream exports.
| Platform | Ingestion Protocol | Typical cadence |
|---|---|---|
| Google Analytics 4 | BigQuery Daily & Streaming Export | Project-dependent |
| Segment | Webhook Destinations & S3 Sync | Project-dependent |
| PostHog | Batch Export / Direct Postgres Sync | Project-dependent |
| Mixpanel | Raw Data Pipelines Export | Project-dependent |
CRM & Customer Operations
Customer records, deal stages, subscription statuses, and communication logs.
| Platform | Ingestion Protocol | Typical cadence |
|---|---|---|
| HubSpot | CRM v3 REST API (OAuth 2.0) | Project-dependent |
| Salesforce | REST / Bulk API 2.0 | Project-dependent |
| Klaviyo | Client & Server-side Events API | Project-dependent |
| ActiveCampaign | REST v3 API | Project-dependent |
Internal Databases & Custom APIs
Production relational stores, proprietary microservices, and file-based batch drops.
| Platform | Ingestion Protocol | Typical cadence |
|---|---|---|
| PostgreSQL / MySQL | Change Data Capture (CDC) / WAL | Project-dependent |
| Custom REST / GraphQL | Bearer / API Key / mTLS | Project-dependent |
| Amazon S3 / SFTP | Parquet, CSV, JSON Lines | Project-dependent |
| Google Sheets / Webhooks | Direct Service Account Auth | Project-dependent |
Make failures and data changes visible.
Monitoring, validation, and recovery controls are selected for the source systems, business rules, and operational requirements in scope.
Credential and Access Controls
Use least-privilege access and managed secrets where supported by the chosen platform and hosting environment.
Checkpoints and Recovery
Checkpoints, retries, and backfills can help recover interrupted loads; source history and API limits shape what can be replayed.
Schema Change Handling
Validation can surface unexpected schema changes so downstream model updates can be reviewed deliberately.
Reconciliation Checks
Compare source and transformed totals using business rules agreed for the relevant systems and measures.
Have a custom API or unique data platform?
We build custom, hardened connectors for internal microservices, private ERPs, and specialized industry endpoints.