AI, Data & Intelligence
Data Integration
Connecting disparate enterprise applications, databases, SaaS platforms and cloud systems into unified data pipelines.
Capability overview
What data integration involves
Data integration connects fragmented enterprise systems, breaking down data silos between databases, SaaS platforms and cloud software. We design and build automated data integration pipelines connecting ERP, CRM, marketing and operational applications.
We implement Change Data Capture (CDC), REST/gRPC API connectors, webhook listeners and enterprise message queues (Kafka, RabbitMQ).
Our data integration solutions ensure consistent, real-time data flow across your entire enterprise software ecosystem.
During the data integration engagement, our specialists work closely with your technical leads to establish tailored operational workflows, automated validation controls and clear deliverables for change data capture (cdc) and rest & graphql api integration. From initial integration landscape audit through to integration design, we embed continuous telemetry monitoring, structured documentation and risk mitigation rules tailored specifically for your organization's data integration goals and saas & crm data integration requirements.
We provide dedicated engineering oversight, automated telemetry tracking and structured technical handovers for change data capture (cdc) and rest & graphql api integration, ensuring long-term operational resilience.
What is included
What the engagement covers
Change Data Capture (CDC)
Implementing real-time database replication using Debezium, Kafka Connect or AWS DMS.
REST & GraphQL API Integration
Engineering reliable API data ingestion connectors with rate-limiting, OAuth handling and pagination.
SaaS & CRM Data Integration
Connecting Salesforce, HubSpot, SAP, NetSuite, Zendesk and Workday data streams.
Real-Time Event Streaming
Building event-driven data streaming pipelines on Apache Kafka, Confluent or AWS Kinesis.
How we work
How we deliver data integration
Integration Landscape Audit
Mapping source and target systems, data exchange protocols, update frequencies and API rate limits.
Integration Design
Architecting point-to-point, hub-and-spoke or event-driven integration patterns matching business latency needs.
Connector Development
Writing secure data integration scripts and configuring streaming message queues or CDC tools.
Reconciliation & Error Handling
Building automated data reconciliation scripts, retry handling and dead-letter queue notifications.
Deployment & SLA Monitoring
Deploying integration services into container environments with active uptime and latency monitoring.
Related capabilities
Related capabilities in Data Engineering & Platforms
Real-Time Data Processing
Engineering low-latency streaming data pipelines, event processing engines and real-time analytical dashboards.
Data Migration
Legacy data migration services, cloud database migration, database schema translation and zero-downtime data cutover.
Data Quality Management
Automated data quality profiling, data cleansing pipelines, data validation rules and anomaly monitoring for enterprise data.
Data Governance
Enterprise data governance frameworks, data stewardship policies, data privacy compliance and data lineage tracking.
Explore further
Explore connected pages
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Where this applies
Healthcare & Life Sciences
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Banking, Financial Services & Insurance
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Questions & answers
Questions about Data Integration
Cannot find what you need? Our team responds to technical and commercial questions within one business day.
Ask a questionCDC detects and captures row-level database changes (inserts, updates, deletes) in real time without querying the database heavily.
Data integration is priced per connector/integration project or through an ongoing enterprise integration management retainer.
We build intelligent exponential backoff, request throttling and queue management into our custom API ingestion connectors.
Next step
Discuss data integration with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.