AI Automation/Professional Services

Integrate Your Siloed Business Applications with a Custom API

Custom API development integrates siloed applications by creating a central data translation layer. This hub allows systems like your CRM and ERP to communicate directly in real time.

By Parker Gawne, Founder at Syntora|Updated Mar 5, 2026

Syntora specializes in custom API development to integrate siloed business applications. We would design and engineer a central data translation layer using Python, FastAPI, and AWS Lambda, tailored to connect your specific systems and automate data flows. This approach focuses on understanding your unique environment to deliver a custom integration.

The build complexity for such an integration depends heavily on the number of systems involved and the quality of their existing APIs. Connecting two modern applications with well-documented REST APIs is typically straightforward. However, linking a legacy on-premise database to multiple different cloud services would require a more detailed data mapping and architectural design phase. Syntora approaches each integration as a custom engineering engagement, tailored to your specific application ecosystem and business process requirements.

The Problem

What Problem Does This Solve?

Most companies first try point-and-click automation tools. Their pre-built connectors seem easy, but the costs are hidden in task-based pricing. A single new order might trigger 5-7 tasks: check for an existing customer, create one if new, add line items, and log the result. At 100 orders per day, that is 15,000 tasks per month and a surprise $400 bill for one workflow.

Then they try native integrations, like a platform's official Salesforce-to-NetSuite connector. These sync standard objects like Accounts but fail on custom fields or business logic. For example, the native connector cannot handle a rule to only sync an invoice after it receives three approvals in a separate system. You are stuck with the vendor’s rigid data mapping, which never matches your actual business process.

This forces teams into brittle workarounds. A 30-person distributor used a screen-scraping tool to pull data from their legacy CRM. It broke every time the vendor updated the CRM's user interface, which happened twice last quarter. Each time, order processing stopped for over 24 hours while they manually re-keyed data and tried to fix the broken automation.

Our Approach

How Would Syntora Approach This?

Syntora's approach to integrating siloed applications begins with a detailed discovery phase to map the entire data flow. For example, in a CRM-to-ERP integration, we would meticulously document how a field like `customer_id` in your CRM maps to `entity_id` in the ERP. This critical business logic is then stored in a configuration file, allowing for easy updates without altering core application code. If multi-step transactions require data staging, a Supabase database would be used to manage temporary data states.

The core of the integration would be a central API, engineered using Python and FastAPI. This API would expose simple, logical endpoints, such as `/create_invoice_from_deal`, designed to encapsulate all the necessary steps for communicating with the siloed systems. To manage external API calls efficiently, the `httpx` library would be used for asynchronous requests, preventing slow responses from one service from blocking other processes. All actions within the integration would be logged as structured JSON using `structlog` for clear debugging and operational monitoring.

This FastAPI application would be packaged into a container and deployed on AWS Lambda. This serverless function would be triggered by webhooks or scheduled events from your other applications. This architecture is designed for efficiency and cost-effectiveness, scaling automatically to handle varying transaction volumes while minimizing operational overhead.

For systems with modern REST APIs, Syntora would connect directly. For legacy applications that lack a contemporary API, the strategy often involves connecting directly to their underlying PostgreSQL or MySQL database, or developing custom data extractors. Syntora has extensive experience building document processing pipelines using Claude API for sensitive financial documents, and the same robust pattern applies when integrating diverse document types or data sources in a new vertical. This technical capability allows us to bridge gaps between disparate systems even when traditional APIs are absent.

Why It Matters

Key Benefits

01

Data Flows in Milliseconds, Not Hours

Real-time sync between systems is complete in under 500ms. Eliminate the 2-hour delay of batch jobs or the risk of manual CSV export errors.

02

Pay for Execution, Not for Seats

A single, fixed-price build and an optional flat monthly maintenance fee. Your serverless hosting costs scale with usage, not with your employee count.

03

Your Code, Your GitHub, Your Control

You receive the full Python source code in your private GitHub repository, along with a runbook for future developers. There is no vendor lock-in.

04

Alerts Fire Before Your Team Notices

We configure monitoring using AWS CloudWatch to send a Slack alert if an API endpoint fails 3 times in 5 minutes. We know it's broken before you do.

05

Connects Anything With an API or a Database

We integrate modern systems like HubSpot and QuickBooks, and legacy platforms by connecting directly to their PostgreSQL or MySQL databases.

How We Deliver

The Process

01

System & API Audit (Week 1)

You provide read-only access and API documentation for the target applications. We deliver a technical specification and data mapping document outlining every endpoint to be built.

02

Core API Development (Week 2)

We build the central FastAPI service that handles the data translation. You receive access to a staging environment to test the API endpoints with sample data.

03

Deployment & Live Testing (Week 3)

We deploy the API to AWS Lambda and connect it to your live applications in a read-only mode. You receive a final deployment plan for the go-live switch.

04

Go-Live & Monitoring (Week 4+)

We switch the integration to production. For the next 30 days, we monitor transaction volume and error rates. You then receive the final source code and system runbook.

The Syntora Advantage

Not all AI partners are built the same.

AI Audit First

Other Agencies

Assessment phase is often skipped or abbreviated

Syntora

Syntora

We assess your business before we build anything

Private AI

Other Agencies

Typically built on shared, third-party platforms

Syntora

Syntora

Fully private systems. Your data never leaves your environment

Your Tools

Other Agencies

May require new software purchases or migrations

Syntora

Syntora

Zero disruption to your existing tools and workflows

Team Training

Other Agencies

Training and ongoing support are usually extra

Syntora

Syntora

Full training included. Your team hits the ground running from day one

Ownership

Other Agencies

Code and data often stay on the vendor's platform

Syntora

Syntora

You own everything we build. The systems, the data, all of it. No lock-in

Get Started

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FAQ

Everything You're Thinking. Answered.

01

What factors determine the project cost and timeline?

02

What happens if an external application's API is down?

03

How is this different from hiring a freelance developer on Upwork?

04

How do you handle sensitive data and API keys?

05

Are there any systems you cannot integrate?

06

What does the optional monthly maintenance plan cover?