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Big Data Consulting
Services

GroupBWT’s big data consulting helps enterprise teams design scalable, audit-ready systems—without overspending or losing control. We architect end-to-end solutions that match your workflows, data volumes, and compliance needs.

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100+

software engineers

15+

years industry experience

$1 - 100 bln

working with clients having

Fortune 500

clients served

We are trusted by global market leaders

Big Data Consulting Services & Solutions Core

GroupBWT’s big data consulting services solve the core problem most enterprises face: disconnected data strategies, lack of compliance alignment, and systems that don’t scale.

Whether you’re modernizing a legacy warehouse or launching a lakehouse for real-time analytics, our consulting process starts with your business constraints, not platform preference.

Architecture Roadmaps

We blueprint end-to-end, scalable data architectures that integrate seamlessly with existing workflows and tools. Designed for long-term growth, not short-term patches.

Compliance-Driven Architecture

Compliance logic is embedded from the start—HIPAA, GDPR, PCI DSS, etc. Your big data audit and consulting arrives with regulatory checkpoints built in.

Adaptive ML & Data Flows

Our big data consulting and development services deliver ML models and data pipelines tailored to individual use cases, departments, and cadences.

Full Visibility and Traceability

Every layer is traceable and permissioned. This enables fast decisions, avoids data duplication, and ensures full transparency across teams.

Works With Any Stack

Whether you use Snowflake, Azure, or a hybrid stack, we align our data consultancy services to your infrastructure. Flexibility without compromise.

Full System Delivery

Receive working frameworks, detailed documentation, system ownership, and support- you’re not stuck with a black-box big data consulting firm.

GroupBWT’s Big Data Consulting Use Cases

Below are anonymized use cases where GroupBWT defined the architecture, governance, and scale logic behind enterprise data ecosystems.

Modernize Data Compliance

An enterprise with EU + US operations requested a compliance audit across fragmented data flows.

  • We mapped all ingestion and storage logic to GDPR and HIPAA standards
  • Identified violations tied to region-based routing and expired retention policies
  • Delivered a remediation roadmap with automated validation triggers

Their compliance backlog was cleared in under 6 weeks, avoiding regulatory review escalation.

Centralize Decision Dashboards

A data-heavy enterprise struggled with duplicated BI tools across departments.

  • Conducted usage and dependency mapping across 14 tools
  • Consolidated logic into 3 core systems with role-based views
  • Introduced shared schema standards for all analytics dashboards

Data clarity increased, team friction dropped, and licensing costs were cut by 47%.

Migrate Without Risk

A client with over 90 TB of structured and semi-structured data planned to migrate.

  • Assessed pipeline fragility and downstream schema breakage risks
  • Designed modular ingestion logic and incremental migration phases
  • Built sandbox validation frameworks for staging every delta sync

The shift occurred with zero operational downtime and maintained data trust throughout.

Cross-Unit Data Strategy

An enterprise needed to align its data goals across four business units and geographies.

  • Facilitated discovery sessions to define system bottlenecks and data pain points
  • Created a centralized data mesh roadmap with per-unit node ownership
  • Added traceability protocols and unified meta-tagging standards

Cross-unit visibility improved, enabling shared KPIs and faster analytics deployment.

Modernize Legacy Infrastructure

A legacy data infrastructure in Insurance required re-architecture.

  • Audited physical servers, ETL jobs, and latency metrics
  • Proposed hybrid patterns using Snowflake and existing BI tools
  • Embedded SOC 2 and industry-specific controls at every transition layer

The org moved from overnight syncs to near real-time pipelines with legal-grade compliance baked in.

Classify Data by Legal and Risk Sensitivity

A pharmaceutical company needed to segment vast datasets by legal and risk sensitivity.

  • Ran metadata fingerprinting across 120M+ records
  • Applied jurisdiction-aware tags and risk scores
  • Designed partitioned storage based on data class and regulatory flags

Sensitive data was isolated and secured, while operational data remained fast and lightweight.

Create a Reusable Blueprint for New Country Expansions

An e-commerce client expanding to 5 regions needed consistent onboarding.

  • Defined a country-agnostic schema layer for product and sales data
  • Built a modular data onboarding checklist with infrastructure reusability
  • Standardized vendor pipelines for faster ETL setup and data ingestion

Each new country took days, not weeks, to integrate into the master data ecosystem.

Unify Cross-Cloud Data

A consulting firm ran critical data flows across GCP, Azure, and Snowflake—but lacked unified access.

  • Identified conflicting access controls and redundant sync logic
  • Rewrote inter-cloud orchestration with lineage tracing and sync boundaries
  • Delivered unified monitoring for cost, latency, and error handling

Access policy breaches disappeared, and data latency was cut by 61%.

Streamline ML Strategy

The client had 14 active ML models, but no visibility into data or cost efficiency.

  • Benchmarked each model’s data footprint and prediction lag
  • Mapped models to decision outcomes and organizational KPIs
  • Proposed a learner modeling strategy with shared datasets and a model registry

Only 6 models were retained, with 3 retrained on cleaner data, saving over $380K/year.

Standardize Cross-System Tags

A Healthcare provider had no unified view of metadata quality or usage.

  • Defined schema-agnostic metadata definitions across systems
  • Created validation rules, version control, and descriptive tagging workflows
  • Trained internal teams to scale this across new vendor integrations

Audit time dropped by 80%, and cross-system data searchability significantly improved.

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Pinpoint Data Flow Failures

GroupBWT’s engineers pinpoint what’s already failing—before broken data flows slow your insights, damage reports, or trigger compliance gaps.

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Industry-Focused Big Data Consulting Outcomes

Across sectors—from OTA to Legal Firms—GroupBWT’s data consulting services bring tailored clarity, compliance, and scale. The goal: unify diverse workflows into traceable, resilient architectures that serve each industry’s unique demands.
eCommerce

eCommerce

  • Sync product catalogs, inventory, and order trends across platforms
  • Map variant-level stock and price data into centralized schemas
  • Ensure real-time data consistency for buy‑box and promotion triggers
Retail

Retail

  • Consolidate POS, supplier, and ERP systems into a unified lakehouse
  • Embed regional pricing control and rollback validation
  • Maintain SKU-level visibility and traceability across stores
Beauty and Personal Care

Beauty and Personal Care

  • Link customer reviews, order history, and SKU metadata
  • Integrate sentiment analysis of products into catalog pipelines
  • Enforce compliance with age‑restricted and ingredient labeling
OTA (Travel) Scraping

OTA (Travel) Scraping

  • Harmonize live booking, pricing, and cancellation feeds across channels
  • Enforce data fresh‑clock rules and timestamped audit logs
  • Deliver real-time traveler analytics with full lineage
Transportation and Logistics

Transportation and Logistics

  • Combine GPS, sensor, and tracking feeds into one control system
  • Validate time windows, route events, and SLA targets automatically
  • Deliver fault‑tolerant pipelines with real-time failure alerts
Automotive

Automotive

  • Ingest telematics, production, and defect data into unified streams
  • Apply rule-based validation by VIN, batch, and assembly line
  • Trigger alerts on sensor anomalies for quality control
Telecommunications

Telecommunications

  • Aggregate network data, traffic logs, and customer records in real-time
  • Enforce zero-downtime ingestion with compliance and traceability
  • Build lineage into network transformation and billing flows
Real Estate

Real Estate

  • Merge listings, financials, and maintenance logs into audit-ready records
  • Automate compliance tagging for jurisdiction and lease type
  • Trigger valuation alerts based on data changes
Consulting Firms

Consulting Firms

  • Integrate BI, CRM, and project tools into collaborative endpoint systems
  • Apply versioned schema controls for multi-client pipelines
  • Automate compliance tracking across engagements
Pharma

Pharma

  • Centralize trial, lab, and shipment data with jurisdictional tagging
  • Build audit-ready pipelines to support FDA, EMA, and HIPAA
  • Automate retention policies and field-level access controls
Healthcare

Healthcare

  • Sync EHR, billing, and monitoring data with end-to-end lineage
  • Embed consent, anonymization, and audit logging by patient
  • Deliver real-time readiness for compliance reviews
Insurance

Insurance

  • Integrate policy, claims, and risk scoring streams in real-time
  • Apply schema enforcement on jurisdiction-level retention logic
  • Flag fraud triggers automatically through data anomalies
Banking & Finance

Banking & Finance

  • Unify transaction, trading, and ledger feeds with traceable joins
  • Enforce AML rules, audit trails, and regulatory separation
  • Automate SLA monitoring across balance, volume, and latency
CyberSecurity

CyberSecurity

  • Aggregate logs, threat feeds, and asset inventories into secure hubs
  • Embed compliance rules (e.g, SOC 2, GDPR) into pipeline logic
  • Trigger alerts on event-level anomalies with full incident tracking
Legal Firms

Legal Firms

  • Unify case management, billing, and document metadata streams>/li>
  • Apply compliance validation by case type and confidentiality level
  • Create byte‑level audit logs for evidence readiness

GroupBWT Tech Stack for Big Data Implementation

Cloud Platforms

AWS, Azure, Google Cloud

Hybrid-ready strategy with scalable infrastructure

Hybrid-ready strategy with scalable infrastructure
Hybrid-ready strategy with scalable infrastructure
Hybrid-ready strategy with scalable infrastructure

Integration & ETL

REST API, ETL processes, JSON

Business-aligned flows with schema-first mapping

Business-aligned flows with schema-first mapping
Business-aligned flows with schema-first mapping
Business-aligned flows with schema-first mapping

Data Storage

PostgreSQL, MongoDB, Firebase, BigQuery

Unified queryable storage for mixed-format sources

Unified queryable storage for mixed-format sources
Unified queryable storage for mixed-format sources
Unified queryable storage for mixed-format sources
Unified queryable storage for mixed-format sources

Infrastructure & CI/CD

Docker, Kubernetes, GitLab CI, ArgoCD

Modular, reliable environments for long-term evolution

Modular, reliable environments for long-term evolution
Modular, reliable environments for long-term evolution
Modular, reliable environments for long-term evolution
Modular, reliable environments for long-term evolution

Monitoring & QA

Grafana, Prometheus, Metabase

Full visibility and automated system tracing

Full visibility and automated system tracing
Full visibility and automated system tracing
Full visibility and automated system tracing

CMS & UI Frameworks

StrapiCMS, WordPress, React

Unified content and UI systems for operational planning

Unified content and UI systems for operational planning
Unified content and UI systems for operational planning
Unified content and UI systems for operational planning

Security & Governance

SSL, VPN, rule-based tagging

Built-in GDPR, HIPAA, and regional compliance logic

Built-in GDPR, HIPAA, and regional compliance logic
Built-in GDPR, HIPAA, and regional compliance logic
Built-in GDPR, HIPAA, and regional compliance logic

Data Visualization

Power BI, Tableau, and Elasticsearch

Real-time dashboards with KPI-level traceability

Real-time dashboards with KPI-level traceability
Real-time dashboards with KPI-level traceability
Real-time dashboards with KPI-level traceability

Who Needs Big Data Consulting Services

01.

Chief Data Officers & Data Architects

We design compliance-aligned architecture that removes silos and unifies your tech stack—without platform lock-in or governance drift.

02.

Compliance Officers & Legal Teams

We embed GDPR, HIPAA, and SOC controls at the core—ensuring audit-grade visibility, retention, and jurisdiction-safe data flows.

03.

Digital Transformation Leaders

We bridge legacy systems with modern cloud solutions—migrating safely and restructuring data logic for scalable execution.

04.

Heads of Product, Finance & Operations

We unify your fragmented BI and analytics across departments, enabling faster, traceable strategic decisions from synchronized data.

Results of Big Data Consulting Services

Each example below illustrates how GroupBWT’s big data consulting services translate complex requirements into scalable, audit-ready architectures. These are real projects where strategic design delivered measurable, operational outcomes.
01/05

Unify Disconnected Data

We mapped 30+ disconnected pipelines into one unified schema with traceable joins and metadata lineage, cutting downstream defects by 70% and eliminating shadow logic.

Enforce Audit Controls

A cross-border analytics platform lacked regional compliance segmentation. We designed infrastructure with rule-based access and field-level tagging, enabling legal audit readiness from day one.

Build a Hybrid Lakehouse

To handle explosive data growth, we modeled a hybrid lakehouse–warehouse system, reducing storage costs by 52% and enabling 10× faster query resolution without vendor lock-in.

Streamline Decision Flow

A global retailer needed low-latency dashboards. We engineered a streaming-first design with time-windowed ingestion and stateful updates, reducing decision lag from hours to seconds.

Cut Idle Workflows Spend

A client faced compute bloat from idle workflows. We restructured pipeline triggers based on data availability and SLA priorities, cutting spend by 38% with no data loss.

GroupBWT’s consulting services go beyond planning. Each engagement results in infrastructure that is mapped to scale, regulations, and operational demand before the first deployment begins.

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GroupBWT: Full-Scope Big Data Consultancy Services

GroupBWT big data consulting company support ensures each system we design gets deployed exactly as intended—securely, swiftly, and with long-term control in mind.

Launch Faster

Launch quickly and confidently. We provide ready-made, modular deployment kits for implementation. Your internal team gets clear instructions, reducing the risk of common errors and accelerating your time-to-value from the new system.

Full Ownership

Full control remains yours. We transfer complete ownership of all configurations and workflows. You retain independence, maintaining authority over the system even as it scales, eliminating concerns about proprietary vendor lock-in.

Adapt Without Risk

Design built for future change. We plan for potential data schema updates, tool swaps, and regional adaptation in advance. This ensures your systems maintain compliance and security standards without creating unexpected costs or risks.

Zero Downtime

Migration without interruption. All transition layers include advanced rollback logic and continuous monitoring. We aim to ensure that launching or updating the system happens without losing critical data or interrupting core business processes.

Train Teams

Role-adapted team training. Your engineers, analysts, and compliance officers receive detailed documentation tailored specifically to their tasks. Every user will know how to effectively manage, monitor, and sustain the system post-deployment.

Validate Flows

Workflow validation from day one. We embed real-time health checks and retry logic into your pipelines. This minimizes the time your team spends hunting for failures or guessing what exactly went wrong in your operational processes.

Unify Toolchain

Your toolchain unity. Our solutions are tested across your entire technology stack—from dashboards to storage layers. This guarantees clean, consistent data transfer and formatting at every stage, from ingestion to final business analysis.

Built to Scale

Readiness for growth. We implement a flexible architecture that allows the system to grow simultaneously with your business. This effectively eliminates the need for expensive, global infrastructure overhauls in the future, saving your budget.

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End-to-End Big Data Consulting

We deliver implementation-ready blueprints with audit-grade architecture, governed data flows, and system logic.

Whether you’re replatforming legacy infrastructure or preparing for expansion, we engineer frameworks that your team owns from day one. 

Our partnerships and awards

What Our Clients Say

Inga B.

What do you like best?

Their deep understanding of our needs and how to craft a solution that provides more opportunities for managing our data. Their data solution, enhanced with AI features, allows us to easily manage diverse data sources and quickly get actionable insights from data.

What do you dislike?

It took some time to align the a multi-source data scraping platform functionality with our specific workflows. But we quickly adapted and the final result fully met our requirements.

Catherine I.

What do you like best?

It was incredible how they could build precisely what we wanted. They were genuine experts in data scraping; project management was also great, and each phase of the project was on time, with quick feedback.

What do you dislike?

We have no comments on the work performed.

Susan C.

What do you like best?

GroupBWT is the preferred choice for competitive intelligence through complex data extraction. Their approach, technical skills, and customization options make them valuable partners. Nevertheless, be prepared to invest time in initial solution development.

What do you dislike?

GroupBWT provided us with a solution to collect real-time data on competitor micro-mobility services so we could monitor vehicle availability and locations. This data has given us a clear view of the market in specific areas, allowing us to refine our operational strategy and stay competitive.

Pavlo U

What do you like best?

The company's dedication to understanding our needs for collecting competitor data was exemplary. Their methodology for extracting complex data sets was methodical and precise. What impressed me most was their adaptability and collaboration with our team, ensuring the data was relevant and actionable for our market analysis.

What do you dislike?

Finding a downside is challenging, as they consistently met our expectations and provided timely updates. If anything, I would have appreciated an even more detailed roadmap at the project's outset. However, this didn't hamper our overall experience.

Verified User in Computer Software

What do you like best?

GroupBWT excels at providing tailored data scraping solutions perfectly suited to our specific needs for competitor analysis and market research. The flexibility of the platform they created allows us to track a wide range of data, from price changes to product modifications and customer reviews, making it a great fit for our needs. This high level of personalization delivers timely, valuable insights that enable us to stay competitive and make proactive decisions

What do you dislike?

Given the complexity and customization of our project, we later decided that we needed a few additional sources after the project had started.

Verified User in Computer Software

What do you like best?

What we liked most was how GroupBWT created a flexible system that efficiently handles large amounts of data. Their innovative technology and expertise helped us quickly understand market trends and make smarter decisions

What do you dislike?

The entire process was easy and fast, so there were no downsides

Inga B.

What do you like best?

Their deep understanding of our needs and how to craft a solution that provides more opportunities for managing our data. Their data solution, enhanced with AI features, allows us to easily manage diverse data sources and quickly get actionable insights from data.

What do you dislike?

It took some time to align the a multi-source data scraping platform functionality with our specific workflows. But we quickly adapted and the final result fully met our requirements.

Catherine I.

What do you like best?

It was incredible how they could build precisely what we wanted. They were genuine experts in data scraping; project management was also great, and each phase of the project was on time, with quick feedback.

What do you dislike?

We have no comments on the work performed.

Susan C.

What do you like best?

GroupBWT is the preferred choice for competitive intelligence through complex data extraction. Their approach, technical skills, and customization options make them valuable partners. Nevertheless, be prepared to invest time in initial solution development.

What do you dislike?

GroupBWT provided us with a solution to collect real-time data on competitor micro-mobility services so we could monitor vehicle availability and locations. This data has given us a clear view of the market in specific areas, allowing us to refine our operational strategy and stay competitive.

Pavlo U

What do you like best?

The company's dedication to understanding our needs for collecting competitor data was exemplary. Their methodology for extracting complex data sets was methodical and precise. What impressed me most was their adaptability and collaboration with our team, ensuring the data was relevant and actionable for our market analysis.

What do you dislike?

Finding a downside is challenging, as they consistently met our expectations and provided timely updates. If anything, I would have appreciated an even more detailed roadmap at the project's outset. However, this didn't hamper our overall experience.

Verified User in Computer Software

What do you like best?

GroupBWT excels at providing tailored data scraping solutions perfectly suited to our specific needs for competitor analysis and market research. The flexibility of the platform they created allows us to track a wide range of data, from price changes to product modifications and customer reviews, making it a great fit for our needs. This high level of personalization delivers timely, valuable insights that enable us to stay competitive and make proactive decisions

What do you dislike?

Given the complexity and customization of our project, we later decided that we needed a few additional sources after the project had started.

Verified User in Computer Software

What do you like best?

What we liked most was how GroupBWT created a flexible system that efficiently handles large amounts of data. Their innovative technology and expertise helped us quickly understand market trends and make smarter decisions

What do you dislike?

The entire process was easy and fast, so there were no downsides

FAQ

What makes GroupBWT different from other data consulting firms?

We deliver fully operational, compliance‑ready systems. Every engagement includes traceable governance, real-time validation, and handover‑ready documentation, ensuring your team owns and evolves the infrastructure from day one.

How long does a typical project take?

Most mid-size implementations—audit, design, and deploy—are completed within 8–12 weeks. We split this into defined sprints, each with delivered, tested modules (e.g., ingestion layer, schema validation), so you get immediate value and predictable cadence.

Do you only work with certain platforms or vendors?

No. We’re platform-agnostic—supporting AWS, Azure, GCP, Snowflake, Databricks, PostgreSQL, MongoDB, and hybrid on-prem systems. Our designs focus on interoperability and modularity, avoiding vendor lock-in and enabling future flexibility.

Can you migrate us from legacy systems to the cloud?

Yes. We audit your current architecture, map dependencies and failure points, then deliver a phased migration plan with rollback checkpoints and validation gates—achieving zero operational downtime and full data integrity.

What if we have zero documentation or no version control?

That’s common. We reverse-engineer your pipelines, annotate data lineage, and implement versioning and CI/CD tooling during migration. From launch, every change becomes traceable, testable, and compliant.

How do you ensure compliance across regions and regulations?

We embed governance in every layer—metadata tagging, retention rules, jurisdiction filters, encrypted storage—and include audit checkpoints and log exports. That ensures GDPR, HIPAA, SOC‑2, and country-specific controls are enforced continuously.

What happens post-deployment—can we manage the system ourselves?

Absolutely. We provide editable configs, role-based access controls, and training. Your team gets full ownership from day one, with structured workflows, monitoring templates, and the ability to evolve without external help.

How do you handle schema changes or versioning over time?

Schema updates are managed via versioned models, validation pipelines (schema guards), and staging environments. This prevents drift and enables seamless upgrades without data loss or compliance gaps.

What if the system needs to scale dramatically during peaks?

Our pipelines include auto-scaling logic—queue-based ingestion, usage-based compute triggers, cost caps, and alert thresholds—so systems react to real-world load without manual intervention or runaway costs.

How do we measure ROI and success?

Every engagement includes KPI mapping (e.g., defect rates, cost savings), real-time dashboard setup, and performance benchmarks. Within 90 days, you’ll see measurable improvements in accuracy, compliance, uptime, and total cost of ownership.

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