How to Build a Scalable Unified API Layer for Your SaaS

If your SaaS product needs to connect with other platforms, you will eventually face the same problem every modern team faces: too many integrations. Each system has its own API, authentication, and data format. Building and maintaining separate connections for every platform quickly becomes hard to manage.
A unified API layer solves this by acting as one central connection point. You integrate once, and it handles all the vendor APIs behind the scenes.
If you are new to the idea of unified APIs, start by reading What Is a Unified API and How It Simplifies Integration Across Platforms. Once you understand the concept, this guide will show you step by step how to build a scalable version for your own SaaS.
Step 1. Define the Goal
The unified API should act as a single gateway between your SaaS and all external systems. It should:
- Offer one consistent set of endpoints
- Handle authentication for each vendor
- Normalize data so that all systems return the same structure
- Manage retries, rate limits, and errors
- Keep logs and performance metrics
Your app should only communicate with this unified API layer.
Step 2. Identify Categories
Group integrations by category. Examples:
- CRM: Salesforce, HubSpot, Zoho
- Accounting: QuickBooks, Xero
- HR: Workday, Gusto, BambooHR
- Marketing: Google Ads, Meta Ads
Each category will share the same schema, such as “Contact,” “Invoice,” or “Employee.”
Step 3. Basic Architecture
Start with a simple model.
+--------------------+
| Your SaaS |
+---------+----------+
|
v
+------+------+
| Unified API |
+------+------+
|
-----------------------
| | |
+--v--+ +--v--+ +--v--+
|CRM | |HRIS | |Acct.|
|API | |API | |API |
+-----+ +-----+ +-----+
Your unified API sits between your application and all vendor APIs.
Step 4. Normalize Data
Different vendors use different field names. Your unified layer should convert them into one consistent format.
Example for contacts:
| Vendor | Field | Normalized |
|---|---|---|
| Salesforce | FirstName | first_name |
| HubSpot | firstname | first_name |
| Zoho | First_Name | first_name |
All connectors should output the same schema.
Step 5. Create Connectors
Each external system gets its own connector module.
A connector handles:
- Authentication
- API calls
- Data mapping
- Error handling
Example directory:
/connectors
├── crm/
│ ├── salesforce.js
│ ├── hubspot.js
│ └── zoho.js
├── accounting/
│ ├── quickbooks.js
│ └── xero.js
└── hr/
├── bamboohr.js
├── workday.js
└── gusto.js
This modular design lets you add new integrations without changing your main logic.
Step 6. Add an API Gateway
When traffic increases, add a gateway to handle routing, authentication, and rate limits.
+------------------+
| API Gateway |
| (Auth, Logging) |
+--------+---------+
|
v
+-----+-----+
| Unified API|
+-----+-----+
|
v
[ Connectors ]
The gateway can be built with Nginx, AWS API Gateway, or Kong.
Step 7. Add Background Jobs
Some operations take longer, like large data syncs or retries. Move them to background jobs using a queue.
Steps:
- The client requests
/sync/employees. - The unified API enqueues a job.
- A worker runs the connector logic.
- The job updates the database or sends a webhook when done.
Use tools like AWS SQS, RabbitMQ, or Redis Queue.
Step 8. Use Caching and Webhooks
To reduce API calls:
- Cache frequent GET requests in Redis.
- Store normalized data in your database.
- Use vendor webhooks when possible instead of polling.
When a vendor sends an update, your unified API receives it and refreshes the cached data automatically.
Step 9. Scale the System
As integrations grow, scale horizontally.
- Deploy multiple API instances behind a load balancer.
- Add retries and backoff for transient failures.
- Use circuit breakers when a vendor is unavailable.
- Track vendor rate limits.
- Use centralized logs for visibility.
+--------------+
| LoadBalancer |
+------+-------+
|
---------------
| | |
+v+ +v+ +v+
|1| |2| |3| → Unified API instances
+------+-------+
Step 10. Secure Everything
Because the unified API handles third-party access, follow strict security practices:
- Use HTTPS only
- Encrypt all credentials
- Rotate keys and tokens
- Store secrets in a vault (AWS Secrets Manager or Vault)
- Restrict access with RBAC
Step 11. Add Observability
Monitor everything to maintain reliability.
Track:
- Request success rates
- Latency by vendor
- Failed jobs
- Webhook errors
- API usage per customer
Send metrics to Datadog, Grafana, or CloudWatch dashboards.
Step 12. Full Scalable Architecture
+-------------------+
| SaaS Backend |
+---------+---------+
|
v
+-------+-------+
| API Gateway |
+-------+-------+
|
v
+-------+-------+
| Unified API |
| Normalization |
| Connectors |
+-------+-------+
|
---------------------------------
| | |
+------v------+ +------v------+ +----v------+
| CRM Systems | | HR Systems | | Accounting|
+-------------+ +-------------+ +-----------+
|
v
+--------------------+
| Message Queue Jobs |
+--------------------+
|
v
+--------------------+
| Cache / Webhooks |
+--------------------+
This version supports multiple vendors, background jobs, caching, and load balancing for scalability.
Step 13. Recommended Tech Stack
| Component | Tool |
|---|---|
| API Layer | Node.js or Go |
| Gateway | Nginx or AWS API Gateway |
| Database | PostgreSQL |
| Queue | SQS or Redis |
| Cache | Redis |
| Logs | ELK or Datadog |
| Secrets | AWS Secrets Manager |
Step 14. Example Flow
Client -> API Gateway -> Unified API -> Connector -> Vendor API
<- Normalized Response <-
This flow keeps everything consistent and easy to extend.
Step 15. Test and Version
Keep stability by versioning endpoints (for example /v1/contacts).
Test connectors using mock APIs.
If you need sample APIs to test integrations, try this list of 40 Free Testing APIs.
Step 16. Benefits
Building a unified API layer gives your SaaS:
- Faster integrations
- Easier maintenance
- Consistent data
- Reliable scaling
Adding a new vendor only requires creating a connector, not changing the system.
Summary
A scalable unified API layer simplifies how your SaaS handles external integrations. It centralizes authentication, data models, and monitoring in one place.
If you haven’t yet, check the overview article What Is a Unified API and How It Simplifies Integration Across Platforms to understand the concept before you start building.
Then follow these steps:
- Normalize data
- Add connectors
- Introduce caching and queues
- Scale with a gateway and monitoring
This design will keep your SaaS integration layer fast, simple, and ready to grow.