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Data Migration and API Sync - JW Digital

Data Migration & API Synchronisation Services

“JW Digital helps businesses move data between systems securely and efficiently. Whether upgrading platforms, connecting APIs, or consolidating data, we ensure zero data loss and minimal downtime.” — Janusz Wozniak

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Data Migration & API Synchronisation Done Without the Drama

Planned, staged, fully validated data migrations — and the ongoing API-driven sync pipelines that keep systems in agreement long after the cut-over.

Data migrations are one of the highest-risk things a business can do — and one of the most commonly mishandled. JW Digital approaches migrations as engineering projects with a documented plan: source and target audit, schema mapping, transformation rules, validation strategy, rollback procedure, and a staged cut-over that always leaves the old system live until the new one is verified. For ongoing sync requirements — CRM-to-ERP, eCommerce-to-accounting, or multi-region replication — we build durable pipelines with retry logic, dead-letter handling, and clear observability so silent drift becomes impossible.

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Migration Planning & Schema Mapping

Source and target audit, field-level mapping, transformation rules, edge-case handling, and a written plan with timeline, owners, and rollback triggers — agreed before any data moves.

Zero-Downtime Cut-Over & Validation

Staged migration with private testing windows, dual-write or change-data-capture for cut-over, row-count and checksum validation, and the old system left live until success criteria are met.

API-Driven Sync Pipelines

Bidirectional or one-way synchronisation between systems built on event-driven or scheduled patterns — with retry logic, dead-letter queues, and reconciliation jobs that catch and fix drift.

Observability & Drift Detection

Monitoring of sync lag, error rates, and reconciliation outcomes with alerts to engineers when something stalls. Silent integration failures are the most expensive kind — we make them visible.

Why it matters

Why Most Data Migrations Go Sideways — and How to Make Yours Different

Migrations are one of the highest-risk projects a business can run; the difference between disaster and routine is preparation

  • 01

    75%

    of users judge a company’s credibility by its website

  • 02

    60%

    of all web traffic comes from mobile devices

  • 03

    3x

    higher conversion rate with modern responsive design

  • 04

    90%

    of buyers visit a company’s website before contacting them

Why you need data migration api syncJW Digital
Why you need data migration api sync

The bottom line

Every business eventually has to move data. Platform migrations (Magento to Shopify, Salesforce to HubSpot, on-premise SQL to managed cloud). Database upgrades (MySQL 5 to PostgreSQL 15, legacy proprietary systems to modern relational stores). Consolidations after acquisitions. Cloud lift-and-shifts. New SaaS rollouts that need historical data populated. Every one of these projects sits somewhere between routine and existential, depending entirely on how it's planned. The migrations that go badly almost always go badly for the same reasons. The source data was not audited deeply enough, so edge cases (NULLs in unexpected columns, character encoding issues, dates outside the expected range, duplicate primary keys after deduplication) surface mid-migration. The cut-over plan didn't allow for rollback, so when something went wrong the only option was forward. The validation was 'spot-check a few records' rather than systematic row-count and checksum comparison. The team running it underestimated how long bulk operations take at production scale and tried to do them in a four-hour maintenance window. No staging rehearsal was performed. JW Digital approaches migrations as engineering projects with a documented plan rather than improvised events. Source and target audit, schema mapping, transformation rules, validation strategy, staged cut-over with rollback paths that stay open until success criteria are met, and a rehearsal against production-scale data in a staging environment before the real cut-over. For ongoing sync requirements — CRM-to-ERP, eCommerce-to-accounting, multi-region replication, system-of-record consolidation — we build durable pipelines with retry logic, dead-letter handling, reconciliation jobs, and observability so silent drift becomes impossible. The work pairs naturally with our database design, cloud database solutions, third-party API integration, and managed UK hosting services.

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What's Included

What's Included in Data Migration & API Sync

End-to-end migration engineering — audit, plan, rehearse, execute, validate, and operate

1

Source Audit & Risk Register

Deep profiling of source data — value distributions, NULL frequencies, encoding edge cases, duplicates, orphaned references, historical anomalies — documented as a risk register before any migration code is written.

2

Schema Mapping & Transformation Rules

Field-level mapping between source and target, transformation rules for shape mismatches, and explicit handling for the edge cases the audit surfaced — documented for review before implementation begins.

3

Zero-Downtime Cut-Over Tooling

Change-data-capture (Debezium, AWS DMS, Fivetran) or dual-write patterns for production-scale migrations where downtime is not acceptable — chosen and configured for your specific source/target combination.

4

Validation Strategy & Staging Rehearsal

Row counts, checksum comparisons, business-logic validation, and an end-to-end rehearsal against production-scale data in staging — the cut-over is the second time we run the migration, not the first.

5

Rollback Path & Cut-Over Execution

Documented rollback triggers and procedures, with the old system left live as a fallback until success criteria are met and signed off. If validation fails, we roll back rather than push forward.

6

Ongoing API Sync, Reconciliation & Monitoring

Where ongoing synchronisation between systems is required, durable sync pipelines with retry logic, dead-letter queues, signed webhook verification, and scheduled reconciliation jobs that catch drift before it becomes a customer-facing problem.

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Our Process

Our Data Migration & API Sync Process

Planned, rehearsed, validated — and reversible until success criteria are met

  1. 1

    Source Audit & Risk Discovery

    We profile the source data deeply — not 'sample a few records' but full coverage analysis. Distribution of values per column, NULL frequencies, character encoding edge cases, duplicate detection, foreign-key integrity, orphaned references, and the historical anomalies every dataset accumulates. The output is a risk register documenting every edge case before any migration code is written.

  2. 2

    Schema Mapping & Transformation Design

    Field-level mapping between source and target, transformation rules for cases where the shape doesn't translate directly (denormalisation collapsing to a single table, ENUM consolidation, currency or unit conversion, timezone normalisation), and explicit handling for the edge cases the source audit surfaced. Mapping is documented as a spreadsheet or code so it can be reviewed before implementation.

  3. 3

    Migration Tooling & Cut-Over Strategy

    Tooling chosen by scale and downtime tolerance — straight bulk migration for small datasets in a maintenance window, change-data-capture (Debezium, AWS DMS) for zero-downtime cut-over on production-scale systems, dual-write patterns for staged migrations where both systems must stay consistent during transition. The strategy is documented with timelines, owners, and rollback triggers before any data moves.

  4. 4

    Validation Strategy & Staging Rehearsal

    Row counts, checksum comparisons on key fields, full table-level digest comparisons, and business-logic validation (transactions still balance, foreign keys still resolve, computed values still match). The migration is rehearsed end-to-end in a staging environment against production-scale data so the cut-over is the second time we've run it, not the first.

  5. 5

    Cut-Over Execution with Rollback Path

    The cut-over itself runs against the rehearsed plan with the old system left live as a fallback until success criteria are met. Validation runs in parallel — if checksums diverge, we roll back rather than push forward. Once success criteria are met and signed off, the old system can be decommissioned on a defined timeline.

  6. 6

    Ongoing Sync, Reconciliation & Monitoring

    Where the project includes ongoing API-driven synchronisation between systems (rather than a one-off migration), we build pipelines with retry logic, dead-letter queues, signed webhook verification, and reconciliation jobs that compare both systems on a schedule. Monitoring covers sync lag, error rates, and reconciliation drift — silent failures become impossible.

Our web design process - JW Digital
Our web design process - JW Digital
Our Pricing

Data Migration & API Sync Pricing

Migration pricing scales with the volume of source data, the complexity of schema transformation, the downtime tolerance (zero-downtime migrations require more engineering than maintenance-window migrations), and the duration of any ongoing sync requirement. A focused single-database migration with straightforward schema mapping typically falls between £750 and £3,500. A multi-system zero-downtime migration with change-data-capture, dual-write, and ongoing reconciliation typically falls between £3,500 and £15,000+. Ongoing API sync pipelines are charged as a fixed monthly retainer once the initial setup is complete. Pairs naturally with our database design, cloud database solutions, third-party API integration, and managed UK hosting services for fully-supported migration and operations.

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Migrate Data the Way It Should Be Migrated — Planned, Rehearsed, Reversible

Get a data migration project from JW Digital. We audit the source, plan the cut-over, rehearse in staging, validate at every step, and keep the old system live until success criteria are met — so migration day is the second time we've run it, not the first.

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Recent Projects

Recent Database & API Projects

Explore some of the data platforms, APIs, and integrations JW Digital has built for UK businesses across SaaS, eCommerce, and enterprise systems.

Browse a selection of our recent web design and development projects for businesses across a range of industries, including healthcare, construction, hospitality, trade services, recruitment, and professional services. Each project is designed to balance performance, usability, branding, and SEO foundations.
MyFRCR — UK Radiology Exam Platform Healthcare Application project for Healthcare / Medical Education business in London

MyFRCR — UK Radiology Exam Platform

Healthcare Application

The UK's premier FRCR 2B exam platform: 1,250+ short cases, 600+ long cases, full lossless DICOM images at diagnostic workstation quality — built on Next.js, Golang, and AWS.

Industry:

Healthcare / Medical Education

Location:

London

Project Type:

Web Application Development

Technologies

Next.js
Golang
AWS
+3
View Project
Challenge Yourself — Fitness PWA Web Application project for Health & Fitness business in UK

Challenge Yourself — Fitness PWA

Web Application

Progressive web app for structured fitness transformation: 12-week training programmes, personalised workout execution, progress tracking, and integrated coaching.

Industry:

Health & Fitness

Location:

UK

Project Type:

Web Application Development

Technologies

Next.js
PWA
TypeScript
+1
View Project
SRMT — Muay Thai Training Sports & Fitness project for Martial Arts / Sports & Fitness business in Broadheath, Altrincham

SRMT — Muay Thai Training

Sports & Fitness

Modern website for Altrincham's premier Muay Thai gym: class schedules, online booking, membership information, and a mobile-first experience for 380+ active members.

Industry:

Martial Arts / Sports & Fitness

Location:

Broadheath, Altrincham

Project Type:

Website Design & Development

Technologies

Next.js
Booking Integration
Mobile First
+1
View Project
Florida Car Hire For Less E-commerce / Booking Platform project for Car Rental / Travel business in Manchester, UK (serving Florida & US)

Florida Car Hire For Less

E-commerce / Booking Platform

UK-built car hire booking platform for Florida and the US: zero deposit reservations, free cancellations, Stripe payments, and Zest API integration — built in Next.js.

Industry:

Car Rental / Travel

Location:

Manchester, UK (serving Florida & US)

Project Type:

E-commerce & Booking Platform

Technologies

Next.js
Stripe
Zest API
+2
View Project
Anslow Building Surveyors Professional Services project for Building Surveying / Property business in Altrincham, Greater Manchester

Anslow Building Surveyors

Professional Services

Professional website for an independent RPSA-qualified building surveying practice in Altrincham — lead generation, service clarity, and trust for North West property buyers.

Industry:

Building Surveying / Property

Location:

Altrincham, Greater Manchester

Project Type:

Website Design & Development

Technologies

Next.js
Local SEO
Quote System
+1
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SC Plumbing & Heating Trade Services project for Plumbing & Heating business in Liverpool, Merseyside

SC Plumbing & Heating

Trade Services

Lead generation website for a Gas Safe registered plumber in Liverpool: 150+ 5-star reviews, emergency service positioning, and a mobile-first enquiry flow for Merseyside.

Industry:

Plumbing & Heating

Location:

Liverpool, Merseyside

Project Type:

Website Design & Development

Technologies

Next.js
Local SEO
Mobile First
+1
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Vince Ward Gardens Landscaping & Garden Design project for Landscaping / Garden Design business in Manchester

Vince Ward Gardens

Landscaping & Garden Design

Bespoke website for a Manchester landscaping business — project gallery, service structure, and an enquiry-focused design for garden design and landscaping clients.

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Landscaping / Garden Design

Location:

Manchester

Project Type:

Website Design & Development

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Next.js
Gallery System
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Gin Can Altrincham Hospitality project for Hospitality / Bars business in Altrincham, Greater Manchester

Gin Can Altrincham

Hospitality

Website for Altrincham's premium gin and cocktail bar: 50+ gins, late-night licence, and a brand-led experience for Kings Court's most intimate venue.

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Hospitality / Bars

Location:

Altrincham, Greater Manchester

Project Type:

Website Design & Development

Technologies

Next.js
Menu System
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View Full Portfolio

Frequently Asked Questions

Most Asked Questions

FAQs

Common questions about API development, database design, integrations, headless CMS, cloud databases, and ongoing data infrastructure with JW Digital.

Illustration representing frequently asked questions

Yes. Common migrations include legacy SQL Server, MS Access, Oracle, FoxPro, AS/400, and various proprietary CRM and ERP systems into modern PostgreSQL, MySQL, MongoDB, or managed cloud databases. The technical challenge is rarely the migration tooling itself — it's the schema mapping, data cleaning, and validation strategy for systems where the source structure reflects 20 years of accumulated decisions. We approach legacy migrations with proportionate audit time so the historical edge cases don't surface mid-cut-over.

Yes, for most production workloads. Zero-downtime migrations use change-data-capture (Debezium, AWS DMS, Fivetran) or dual-write patterns to keep the source live and synchronised while the target catches up to historical data. Once both systems are in sync, the application is cut over to the new system while the old one remains live as a fallback. Validation runs in parallel during the transition window, and rollback paths stay open until success criteria are met. Some workloads (very large transactional databases, systems with tight foreign-key chains) require a brief cut-over window — we are explicit about which case applies to your situation during scoping.

Source audits surface them deliberately. We profile every column for value distribution, NULL frequency, encoding issues, duplicates, and orphaned references — and document the findings in a risk register before any migration code is written. The migration then handles each known issue explicitly (clean during migration, flag for manual review, exclude with documented reason) rather than discovering them mid-cut-over when options are limited.

Yes. Ongoing sync — between CRMs and ERPs, eCommerce and accounting, system-of-record consolidation, multi-region replication — is a significant part of what we build. Sync pipelines include retry logic, dead-letter queues, signed webhook verification for inbound events, and scheduled reconciliation jobs that catch drift between systems on a regular cadence. See also our dedicated API integration and automation and third-party API integration services.

Yes. Cloud migrations are a routine project type — on-premise to AWS RDS, Azure SQL Database, Google Cloud SQL, or Supabase; cross-cloud migrations between providers; and consolidations after corporate restructuring. Our cloud database solutions service covers the ongoing operations side; this service handles the migration itself with zero-downtime cut-over where the workload requires it.

The cut-over plan includes documented rollback triggers and procedures. The old system is left live as a fallback until success criteria are met and signed off — usually a combination of row-count validation, checksum comparison, and business-logic validation (transactions still balance, foreign keys still resolve, application functionality works). If validation fails or unexpected behaviour surfaces, we roll back rather than push forward. The rehearsal in staging significantly reduces the probability of getting to that point in production.

Three layers. Row counts confirm completeness. Checksum comparisons on key fields confirm content integrity. Business-logic validation confirms that derived values (transaction totals, account balances, computed metrics) still match between systems. For very large datasets where full validation is impractical, we use sampling combined with full-coverage validation on critical tables. Validation results are documented and signed off before the old system is decommissioned.

Yes — platform migrations between Shopify, WooCommerce, Magento, BigCommerce, and custom eCommerce stacks are common. Migrations cover products, variants, collections, customers, orders, customer addresses, reviews, and content. SEO continuity (301 redirects from old URLs, schema-markup preservation, sitemap regeneration) is included where the new platform supports it. Pairs naturally with our eCommerce development and SEO agency services.

Yes. Post-migration we offer ongoing support for the new system covering monitoring, performance tuning, and incident response — via our database optimisation and maintenance and managed UK hosting services. For projects involving ongoing API sync, the sync pipeline itself is monitored and maintained on a fixed monthly retainer.