AI Automation/Technology

Build Custom Middleware to Connect Your Business Systems

Creating custom middleware involves building a central API to translate data between your existing software. This process requires defining data maps, handling authentication, and writing code to manage API calls.

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

Syntora specializes in designing and building custom middleware for system integration, enabling disparate platforms to communicate efficiently. Our approach focuses on developing robust API-driven solutions using modern serverless architectures. This expertise allows us to engineer tailored integrations to address complex data flow challenges.

The scope of an integration project hinges on the number of systems involved and the complexity of the data transformations needed. For instance, connecting two systems with a few standardized data fields typically involves a shorter engagement than integrating multiple legacy platforms with inconsistent data formats, which would require more extensive discovery and custom logic.

The Problem

What Problem Does This Solve?

Many businesses start with task-based automation platforms. They're great for simple triggers, like sending a Slack message when a new lead arrives. But they fail when real business logic is needed. A workflow that must check inventory in one system and a customer's credit in another before creating an invoice requires duplicating logic, which doubles task usage and cost.

A regional insurance agency with 6 adjusters tried connecting their claims management system to their accounting software. The platform's webhook listener had a 30-second timeout. If the accounting system's API took 31 seconds to respond during peak hours, the entire workflow would fail silently. This resulted in 15% of invoices being dropped, discovered only at the end of the month.

These platforms are designed for linear, stateless tasks. They cannot manage complex state, handle multi-step transactions with rollbacks, or provide the detailed, structured logging needed to debug production issues. When a process is critical to revenue, you cannot rely on a system that treats every API call as an isolated, billable task with no transactional guarantee.

Our Approach

How Would Syntora Approach This?

Syntora would begin by auditing your existing systems and mapping every relevant data field between source and destination. We would use tools like Postman to document each service's authentication method (such as OAuth2 or API Key) and API rate limits. For an integration between a CRM and an ERP, this discovery phase typically involves identifying and mapping 20-30 distinct fields and defining transformation rules, an activity that usually takes 3-4 days.

We would build the core logic as a FastAPI application in Python. Our approach emphasizes creating functions that are idempotent and transactional, ensuring data consistency even if operations are retried. We would use httpx for asynchronous, parallel API calls, enabling simultaneous querying of multiple systems to optimize processing time. All logs would be written as structured JSON using structlog, facilitating instant searchability within platforms like AWS CloudWatch.

The FastAPI application would be deployed as a serverless function on AWS Lambda. This architecture offers automatic scaling and, for typical usage patterns, aims for operational costs under $20 per month for up to 1 million invocations. For any data requiring temporary storage or caching between API calls, we would implement a Supabase Postgres database. This design provides a production-grade service without the overhead of managing dedicated servers.

The delivered system would include built-in health checks and monitoring. We would configure AWS CloudWatch alarms to notify stakeholders of critical events, such as sustained high error rates or unusual latency, sending alerts to a dedicated Slack channel for prompt investigation. As part of our engagement, we would provide a comprehensive runbook detailing how to interpret and respond to these alerts, ensuring your team can effectively manage the system post-delivery.

Why It Matters

Key Benefits

01

Your Systems Integrated in 3 Weeks

From initial API audit to live production deployment in 15 business days. Stop manual data entry this month, not next quarter.

02

Pay Once, Own It Forever

A single, fixed-price build gets you the full source code in your company's GitHub. No recurring license fees that punish you for growing.

03

Code You Can Actually Read

You receive the complete Python source code, documentation, and a Postman collection to test every endpoint. No black boxes or vendor lock-in.

04

Alerts Before Your Users Complain

We configure CloudWatch alarms to detect API failures or latency spikes over 2 seconds, sending alerts directly to Slack.

05

Connects Anything with an API

We build integrations for CRMs, ERPs, and industry-specific platforms for property management, logistics, and professional services.

How We Deliver

The Process

01

Week 1: Scoping and API Access

You provide API credentials for the systems you want to connect. We audit the endpoints, document data schemas, and deliver a detailed integration map for your approval.

02

Week 2: Core Logic Development

We write the Python code for the middleware service. You receive daily updates and access to a staging environment to see progress.

03

Week 3: Deployment and Testing

We deploy the service to AWS Lambda and run end-to-end tests with your live data. You receive the full source code in your GitHub repository.

04

Weeks 4-6: Monitoring and Handoff

We monitor the live system for performance and errors. At the end of the period, we deliver a runbook and transition to an optional monthly support plan.

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

Ready to Automate Your Technology Operations?

Book a call to discuss how we can implement ai automation for your technology business.

FAQ

Everything You're Thinking. Answered.

01

How much does a typical custom integration cost?

02

What happens when an external API we rely on changes or goes down?

03

Why not just hire a freelance developer on Upwork?

04

Can this middleware handle high data volumes?

05

Do we need an engineering team to maintain this?

06

What kind of systems can you not integrate?