Migrate Your Data Platform with Confidence
Migrating data platforms is one of the highest-risk, highest-reward projects an organization can undertake. Whether you're moving between cloud providers, upgrading to modern frameworks, or consolidating fragmented platforms, BigData Boutique ensures your migration is executed safely, efficiently, and with zero data loss.
Our engineers have deep, hands-on expertise across Apache Spark, Flink, Kafka, Databricks, ClickHouse, AWS EMR, and more. We plan, execute, and validate complex migrations so you can modernize your data stack without the risk.
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Trusted By
13yrs
of Big Data Experience
0
Data Loss Migrations
200+
Platforms Migrated & Optimized
The Challenge
Data platform migrations are complex, high-stakes projects. Moving petabytes of data, rewriting processing jobs, and reconfiguring pipelines—all while maintaining business continuity—demands meticulous planning and deep technical expertise. A failed migration can mean data loss, extended downtime, and broken downstream systems.
Organizations often need to migrate for compelling reasons: reducing costs, escaping vendor lock-in, adopting modern architectures, or consolidating fragmented systems. But the risk and complexity of migration keeps many teams stuck on outdated platforms, paying more and getting less from their data infrastructure.
Migration
Scenarios
We've successfully executed migrations across the full spectrum of data platform technologies. Here are common migration paths we support.
Cloud-to-Cloud Migrations
Move between cloud providers or between managed services within the same cloud. AWS EMR to Databricks, on-premise Hadoop to cloud-native, or between different AWS data services—we handle the complexity of cross-platform migrations with zero data loss.
Framework Upgrades
Upgrade from legacy versions of Spark, Flink, Kafka, or other frameworks to current releases. We handle API changes, deprecated features, configuration migration, and job rewriting to ensure your workloads run correctly on the new version.
Platform Consolidation
Consolidate fragmented data platforms into a unified, modern stack. Replace multiple overlapping tools with streamlined architectures that reduce operational overhead, simplify monitoring, and lower total cost of ownership.
Analytics Database Migrations
Migrate between analytical databases—Redshift to ClickHouse, legacy data warehouses to Databricks Lakehouse, or proprietary solutions to open-source alternatives. We re-engineer queries, optimize data models, and validate results for parity.
Streaming Platform Migrations
Migrate streaming infrastructure—self-managed Kafka to Amazon MSK, legacy messaging to Kafka, or batch processing to real-time streaming with Flink or Spark Structured Streaming. We ensure message ordering, exactly-once semantics, and zero message loss.
Lakehouse Architecture Adoption
Transition from traditional data warehouses or legacy Hadoop to modern lakehouse architectures with Apache Iceberg, Delta Lake, or Hudi. We migrate data, convert table formats, and re-architect pipelines for the lakehouse paradigm.
The BigData Boutique
Solution
BigData Boutique, an AWS Advanced Consulting Partner with global expertise and 13+ years of big data experience, specializes in safe, reliable data platform migrations. We've migrated and optimized 200+ platforms, and our proven methodology ensures your migration succeeds on time and without data loss.
Discovery & Assessment
We map your entire data platform landscape: jobs, pipelines, dependencies, data volumes, and performance characteristics. We identify migration risks, define success criteria, and produce a detailed migration plan with effort estimates and rollback strategies.
Migration Execution
Our engineers execute the migration in phases, with validation checkpoints at every step. We migrate data, rewrite and test jobs, configure the target platform, and run parallel environments to verify parity before cutover—ensuring zero downtime and zero data loss.
Validation & Optimization
After migration, we validate data integrity, benchmark performance, and optimize the new platform. We tune configurations, optimize queries for the target engine, and ensure the migrated platform meets or exceeds the performance of the source system.
Knowledge Transfer
We ensure your team is fully equipped to operate the new platform. Through documentation, runbooks, training sessions, and hands-on knowledge transfer, we build your team's confidence and capabilities on the migrated platform.
Why Choose BigData Boutique
Multi-Platform Expertise
Unlike vendors tied to a single technology, we bring deep expertise across the entire data platform landscape—Spark, Flink, Kafka, Databricks, ClickHouse, EMR, and more. We recommend the right target platform for your needs and execute the migration with confidence.
Zero-Downtime Track Record
We've completed 200+ platform migrations without data loss. Our proven methodology—phased execution, parallel validation, automated testing, and clear rollback plans—ensures your migration succeeds safely and on schedule.
AWS Partnership Benefits
As an AWS Advanced Consulting Partner, we have access to AWS funding programs, migration acceleration tools, and direct relationships with AWS engineering teams. Our partnership can unlock credits and co-investment opportunities for your migration project.
Ready to Migrate Your Data Platform?
Schedule a consultation with our data platform experts to discuss your migration needs. We'll assess your current platform, evaluate target options, and outline a migration plan that minimizes risk and maximizes the value of your new data infrastructure.