Multiple Source Integration (system/data) API/webhook orchestration, CDC & streaming, quality checks, and auditable governance—ready for dashboards. Unify apps and data scattered across SaaS platforms, legacy systems, and databases into reliable, observable flows. We design and operate multi-source integration that’s secure, testable, and auditable—from API/webhook orchestration to CDC and stream processing—so downstream analytics and applications stay consistent.
Key Benefits Single Source of Truth: Consistent entities across apps
Fresher Data: CDC/streaming + SLAs
Lower Breakage: Contracts, tests, retries & DLQs
Secure by Design: Least-privilege, encryption, audit trails
Leadership Visibility: Freshness & failure dashboards
What We Deliver Integration Blueprint: systems map, data domains, event/catalog inventory, and dependency graph. Data Contracts & Schemas: OpenAPI/JSON Schema, versioning strategy, compatibility rules. Pipelines (Batch & Streaming): ETL/ELT, CDC, fan-in/fan-out, enrichment, and SCD handling. Quality & Reconciliation: dedupe, referential checks, drift detection, golden record/MDM options. Security & Governance: RBAC/ABAC, encryption, secrets, lineage, and evidence exports. Runbook & SLAs: on-call procedures, DLQs, retry policies, and RTO/RPO targets. Integration Patterns API Orchestration: REST/GraphQL calls with backoff, idempotency, pagination, and rate-limit awareness. Event-Driven: webhooks → event bus → consumers; exactly-once goals via idempotent keys and dedupe windows. Streaming: append-only logs, windowed aggregations, and CDC from OLTP sources. Batch Windows: scheduled extractions with change flags and checksum validation. Sync vs. Async: request/response for critical paths; async for heavy transforms. Data Modeling & MDM Domain Models: normalize entities (Account, Order, Case, User) with ownership and stewardship. Identity Resolution: keys, fuzzy matching, survivorship rules, and golden record creation. Slowly Changing Dimensions: SCD1/2 for history; late-arriving data handling. Security, Privacy & Compliance PII Controls: field-level encryption/tokenization, masking in non-prod, consent/retention rules. Access: SSO/MFA, scoped tokens, key rotation, and secrets hygiene. Auditability: lineage, approvals, and exportable logs for reviews. Observability & Reliability Telemetry: metrics (throughput, lag, success/error rate), structured logs, trace spans across hops. Health & SLAs: freshness budgets, SLO burn rates, auto-escalations, and DLQ triage. Release Markers: versioned deployments tied to data drift alarms and rollback paths. Delivery Approach Assess sources, volumes, and constraints; define target outcomes and SLAs. Design contracts, topology, and security posture; pick batch/stream mix. Build pipelines with tests, backfills, and replay safety. Validate quality & lineage; reconcile totals and edge cases. Operate with dashboards, alerts, and continuous improvements. FAQs Q: How do you prevent duplicate or missing records?
Q: Can you support both batch and streaming?
Q: Can you integrate with our DevOps flow?
Ready to Make Your Systems Talk? 
