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Data Analytics Services

GroupBWT provides data analytics services and solutions grounded in custom data collection processes—scraping, API integration, and beyond—engineering to meet the nuanced needs of your operation for a seamless analytical infrastructure.

Let’s talk
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

What Do Data Analytics Services Deliver

Extract Real-Time Product Signals

We capture what API feeds miss: live pricing, countdown banners, cart-driven offers, and app-only changes. Our systems extract raw front-end data across devices, locations, and time triggers—and deliver it clean, verified, and ready for direct action.

Unify Fragmented Sales Data

Sales, stock, and user flows rarely align. We consolidate data from separate sources—SKU feeds, purchase logs, session flows—into one logic layer. No more guessing across silos. You get clean inputs, matched IDs, and fast visibility across the board.

Automate Every Repeated Action

Manual steps cause bottlenecks. We identify repetitive tasks—fraud checks, inventory syncs, routing—and automate them through resilient rulesets. No lag. No backlog. Teams regain time, accuracy improves, and operations move faster without increasing headcount.

Forecast Demand With Live Models

Most predictions come late. We deploy models that learn from your signals: seasonality, churn risk, geo-level conversion, and promo response. You don’t react—you anticipate. The system flags shifts and guides adjustments before revenue takes a hit.

Integrate Disconnected Data Systems

ERP doesn’t talk to CRM. Web sessions don’t sync with support. We fix that. Our integrations link legacy stacks, SaaS tools, and databases into unified workflows. No duplicates, no missed triggers—just real-time updates in one connected system.

Surface Only Critical Metrics

Dashboards shouldn’t distract—they should decide. We cut the noise, highlight active KPIs, and expose what changed, where, and why. Results come in instantly: no spreadsheets, no lagging reports. Just decisions made faster with less guesswork.

Stop Breaches Before They Start

Security is not a filter—it’s a system. We embed protection from the start: full encryption, strict access control, and live auditing. Every input is checked, every action traced. No shadow data, no blind spots, no fallback failures.

Adapt Systems While Running Live

Most pipelines break under change. Ours don’t. When sites shift or formats drift, we adapt—live. Logic flows update, selectors realign, outputs stay stable. You don’t rebuild. You keep running, with systems that learn and adjust in motion.

How Data Analytics Solves Modern Business Challenges

Data analytics transforms complex challenges into clear opportunities. Businesses that embrace it gain precision, speed, and insight. Challenges like fragmented data, inefficiency, and missed opportunities demand action. Analytics builds pathways to growth, scalability, and control with the right systems.

Fragmented Data Across Systems

Data lives in silos. Fragmented sources create blind spots and inefficiencies. Analytics connects those silos, building unified infrastructures that centralize information so teams can see a complete picture. Decision-making becomes precise. Systems align, creating seamless operations driven by real-time insights.

Lack of Predictive Insights

Relying on hindsight limits potential. Predictive analytics guide decisions before risks emerge or trends shift. Clean data pipelines and advanced models reveal opportunities. Businesses predict market changes, optimize resources, and move ahead of competitors clearly and confidently.

Operational Inefficiencies

Inefficiency drains momentum. Manual processes slow teams and cost money. AI-driven analytics identifies bottlenecks, automates workflows, and streamlines operations. Waste disappears. Speed and precision replace delays, and firms focus on strategic tasks.

Difficulty Scaling Data Infrastructure

Growth demands adaptability. Outdated systems break under pressure. Scalable analytics frameworks expand with your business, handling more data, users, and complexity. Cloud-powered solutions guarantee flexibility, resilience, and long-term performance. Growth happens without disruption or compromise.

Limited Access to Real-Time Insights

Decisions demand speed, and delayed data creates missed opportunities. Real-time analytics bridges the gap. Dashboards deliver live metrics, revealing patterns as they emerge. Leaders act decisively, respond instantly, and seize opportunities without hesitation.

Compliance and Security Risks

Data without protection becomes a liability. Analytics systems built on strong governance frameworks ensure compliance, covering GDPR, HIPAA, and ISO standards, including encryption protection of sensitive data. Anomaly detection and access control build trust. Companies operate securely, meeting standards while protecting reputations.

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Industry-Specific Data Analytics Expertise

Retail

Retail

Inventory often mismatches real demand. Promotions shift fast. Shelves run empty—or stay full too long.

  • Stock Optimization balances what’s on hand with what’s needed, store by store.
  • Price Monitoring tracks competitors and adjusts pricing daily to stay competitive.
  • Supply Chain Tracking links inventory to transit and POS systems to prevent silent delays.

Retailers gain tighter control of turnover, markdowns, and shelf performance.

E-Commerce

E-Commerce

Clickstreams reveal intent—but only if they’re structured.

  • User Path Tracking captures scrolls, exits, and repeat visits across sessions.
  • Price Intelligence compares SKUs across platforms and countries to catch shifts fast.
  • Personalization Systems use this data to improve conversion rates and repeat sales.

E-commerce teams move from static funnels to adaptive sales engines.

Banking & Finance

Banking & Finance

Fraud evolves quickly. Risk models get outdated. Manual compliance is too slow.

  • Anomaly Detection flags suspicious behavior in real time.
  • Credit Risk Models connect past trends with market movement to sharpen lending decisions.
  • Compliance Automation keeps systems aligned with KYC, GDPR, and emerging rules.

These tools reduce exposure, increase accuracy, and prevent regulatory slip-ups.

Automotive

Automotive

Unplanned downtime and misaligned production cost and revenue occur daily.

  • Predictive Maintenance identifies issues before machines fail
  • Demand Forecasting aligns builds to real buyer behavior.
  • Logistics Planning ensures cars and parts reach where they’re needed on time.

This keeps assembly lines running and delivery windows tight.

Transportation & Logistics

Transportation & Logistics

Routes waste fuel. Fleets miss updates. Capacity sits idle, or overloads.

  • Fleet Analytics tracks driver movement, asset use, and idle time.
  • Dynamic Routing shifts plans in response to traffic, weather, and order changes.
  • Load Planning ensures vehicles are used to their full capacity, without overpromising.

Better routing cuts costs. Better timing keeps clients.

Telecommunications

Telecommunications

Dropped calls, slow internet, or gaps in coverage drive customer loss.

  • Churn Prediction Models flag high-risk users early.
  • Real-Time Monitoring spots infrastructure faults before they spread.
  • Load Forecasting helps plan expansions where demand will grow.

The result: fewer outages, faster fixes, and longer retention.

Healthcare

Healthcare

Delays hurt outcomes. Misused equipment wastes hours. Staffing gaps slow the response.

  • Workforce Models align teams with real patient volume.
  • Equipment Scheduling keeps MRIs, ORs, and diagnostics booked efficiently.
  • Patient Flow Mapping shows where wait times or gaps harm treatment.

Hospitals gain precision in how care is delivered, minute by minute.

Pharmaceuticals

Pharmaceuticals

Trial delays cost time. Compliance errors cost millions.

  • Trial Optimization Tools flag blockers before they halt studies.
  • Regulatory Systems ensure every record meets GxP and audit requirements.
  • Batch Traceability tracks every compound across suppliers, facilities, and labs.

Pharma teams stay ready for audits, filings, and scale-ups.

Legal Firms

Legal Firms

Laws update weekly. Missed changes risk non-compliance or missed precedent.

  • Precedent Trackers scan rulings and opinions across jurisdictions.
  • Legislation Watchers alert teams to bills and enforcement shifts.
  • Risk Engines link client cases to exposure patterns before escalation.

Legal teams stay ahead of updates without manual search.

Beauty & Personal Care

Beauty & Personal Care

Trends shift before they show up in revenue.

  • Review & Sentiment Analysis detects changes in consumer tone and interest.
  • Influencer Tracking measures what performs by post, channel, or campaign.
  • Live Price Monitoring shows where competitors are adjusting offers.

This allows faster product pivots and more accurate campaign targeting.

Data Analytics Implementation Framework

GroupBWT designs and delivers data analytics solutions through a streamlined, precise process. We focus on solving real business problems, crafting scalable systems, and empowering organizations with actionable insights.
01/05

Discovery & Assessment

Every operation has inefficiencies—bottlenecks that slow decisions and gaps that leak value. We find them. We dissect objectives, evaluate data architecture, and expose structural weaknesses. This is where misalignment ends, and clarity begins.

  • Structural Weakness Mapping: Identify broken workflows, data silos, and inefficiencies.
  • Scalability Analysis: Determine if your infrastructure can handle demand surges.
  • Integration Assessment: Uncover friction points between disconnected systems.

Data without structure is chaos. We make it functional.

Strategy Design

A strong system starts with a strong foundation. We don’t experiment with your operations; we engineer for impact. Every choice—tools, integrations, algorithms—is made with clear intent.

  • KPI Alignment: Define measurable success factors before writing a single line of code.
  • Technology Selection: Choose databases, analytics tools, and ETL pipelines based on necessity, not hype.
  • System Cohesion: Ensure every layer of infrastructure communicates without friction.

Data should fuel decisions, not create more noise. The right strategy turns raw numbers into practical intelligence.

System Engineering & Integration

Pre-configured solutions break under real-world conditions. We build what your business needs—not what software vendors package.

  • ETL Pipelines: Custom-built data flows that extract, clean, and structure raw inputs.
  • Centralized Frameworks: Unify scattered sources, eliminating disconnected datasets.
  • Real-Time Analytics: Deliver immediate visibility, ensuring decisions are made with live data.

Speed matters. Accuracy matters even more. A system is only as good as the intelligence it provides.

Enablement & Training

A tool is only valid if its users understand its full potential. We don’t just build systems; we ensure teams can use them effectively.

  • Simplified Dashboards: Interfaces designed for usability, not complexity.
  • Automation Integration: Reduce manual effort and eliminate inefficiencies.
  • Hands-On Training: Equip teams with operational confidence, not reliance on external support.

Knowledge is control. Without it, even the most potent systems remain underutilized.

Optimization & Growth

A static system is a failing system. As business demands shift, data loads increase, and infrastructure must evolve, we build for longevity, ensuring solutions remain relevant, efficient, and scalable.

  • Performance Monitoring: Identify bottlenecks before they impact operations.
  • Scalability Enhancements: Adapt infrastructure to growing data volumes.
  • Continuous Refinement: Adjust models, workflows, and integrations as needed.

There is no disruption—only forward movement. What works today should still work tomorrow; it’s only better.

01/05

Data Analytics Tools & Technologies

Data Storage and Management: Structured, Scalable, Adaptive

Storing data isn’t enough. It must be retrievable, structured for efficiency, and prepared for immediate action.

Data storage is the backbone of analytics. The wrong system bottlenecks growth, while the right one turns raw inputs into tactical intelligence.

SQL Databases: MySQL, PostgreSQL

handle structured data, ensuring fast, reliable queries.

handle structured data, ensuring fast, reliable queries.
handle structured data, ensuring fast, reliable queries.
NoSQL Databases: MongoDB, Elasticsearch

store semi-structured or unstructured data for real-time access.

store semi-structured or unstructured data for real-time access.
store semi-structured or unstructured data for real-time access.
Cloud Platforms: AWS S3, Google BigQuery

scale without limitation, securing data while keeping operations fluid.

scale without limitation, securing data while keeping operations fluid.
scale without limitation, securing data while keeping operations fluid.

Data Integration & ETL Processes

Data silos kill efficiency. Systems must communicate seamlessly, extracting value at every step.

Movement matters. Data trapped in unstructured formats, lagging pipelines, or disconnected platforms serves no purpose. The proper integration strategy eliminates these barriers.

ETL Pipelines: Flexible Python Solutions

structure, clean, and optimize data before it reaches analysis.

structure, clean, and optimize data before it reaches analysis.
API Integrations: REST, JSON

ensure smooth, direct connections between disparate platforms.

ensure smooth, direct connections between disparate platforms.
ensure smooth, direct connections between disparate platforms.
Containerization: Docker, Kubernetes

builds scalable workflows, ensuring deployment stays efficient across environments.

builds scalable workflows, ensuring deployment stays efficient across environments.
builds scalable workflows, ensuring deployment stays efficient across environments.

Data Visualization & Business Intelligence

Patterns emerge when data is structured correctly. Visual representation turns numbers into strategy.

Data without visualization is noise. Clarity comes when complex datasets transform into structured, digestible intelligence.

Interactive Dashboards: Tableau, Power BI

highlight trends, anomalies, and key performance indicators.

highlight trends, anomalies, and key performance indicators.
highlight trends, anomalies, and key performance indicators.
Real-time metrics: Metabase, Grafana

rack operational changes as they happen, ensuring immediate actionability.

rack operational changes as they happen, ensuring immediate actionability.
rack operational changes as they happen, ensuring immediate actionability.

Data Processing & Advanced Analytics

Processing at scale requires precision. The wrong computation method skews decisions. The right one refines them.

Accuracy isn’t optional. Processing methods dictate the quality of insights, and precision in analytics leads to decisions backed by accurate intelligence.

Statistical Analysis: Pandas, NumPy

optimizes forecasting, trend recognition, and quantitative decision-making.

optimizes forecasting, trend recognition, and quantitative decision-making.
optimizes forecasting, trend recognition, and quantitative decision-making.
High-Performance Search: Elasticsearch

enables near-instant retrieval from vast datasets.

enables near-instant retrieval from vast datasets.
Custom Python Workflows

tailor analytics processes to specific business objectives.

tailor analytics processes to specific business objectives.

Data Monitoring & Governance

Performance tracking isn’t about charts and graphs—it’s about reliability. Every second of downtime, every miscalculation, every breach has a cost.

Stability isn’t accidental. It’s engineered through continuous monitoring and proactive governance.

System Monitoring: Prometheus, Grafana

provides real-time oversight, preventing failures before they occur.

provides real-time oversight, preventing failures before they occur.
provides real-time oversight, preventing failures before they occur.
Security Protocols: SSL Encryption, Access Controls

protect sensitive data while maintaining accessibility.

protect sensitive data while maintaining accessibility.

Scalability & Infrastructure

Systems that fail under pressure are systems that were never built to last. Growth requires infrastructure that adapts.

Growth is unpredictable. Infrastructure shouldn’t be. The proper foundation ensures systems evolve alongside business needs.

Cloud Services: AWS, Microsoft Azure, Google Cloud

provide scalable, cost-effective computing power.

provide scalable, cost-effective computing power.
provide scalable, cost-effective computing power.
provide scalable, cost-effective computing power.
CI/CD Pipelines: GitLab CI, Jenkins

ensure seamless updates, minimizing disruption while maximizing efficiency.

 ensure seamless updates, minimizing disruption while maximizing efficiency.
 ensure seamless updates, minimizing disruption while maximizing efficiency.

Why Choose GroupBWT for Data Analytics?

At data analytics company GroupBWT, we build custom-engineered solutions for your business challenges. Every framework is designed from scratch to meet your needs—no pre-built tools, no generic shortcuts, only precision and results.

15 Years of Proven Expertise

We convert raw, complex data into clear, usable outputs that drive faster decisions and reduce margin of error in operations, pricing, or supply chains.

Deep Industry Knowledge

From finance to healthcare, we build data flows that reflect industry constraints, regulatory triggers, and market-specific operational logic.

Analytics and Automation

Our systems combine real-time inputs with AI to detect shifts, trigger alerts, and remove manual lag from reporting, forecasting, and analysis.

Privacy-First Systems

We embed compliance into the system core—GDPR, ISO 27001, HIPAA—minimizing risk exposure across access, transmission, and retention layers.

Partnership Built on Results

We design around real bottlenecks—not theoretical ones. Each system reflects what blocks throughput in your ops, not what looks good on slides.

Transparent Architecture

Every pipeline is documented end-to-end—no opacity or shortcuts. Legal, dev, and BI teams get full traceability across logic and output.

Our Cases

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Build Smarter Systems with Your Data

Unlock performance with custom data analytics infrastructure. Turn fragmented flows
into real-time decisions, automation, and measurable impact.

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

How do data systems scale as a business expands?

Scaling isn’t a feature—it’s a design principle. Cloud infrastructure expands dynamically, handling data surges without lag. Modular pipelines prevent bottlenecks and distribute workloads efficiently. Real-time processing adjusts to operational shifts, keeping systems fluid. Growth demands elasticity as fixed structures collapse under pressure.

How does automation refine speed and accuracy in analytics?

Manual work introduces inconsistency. Automation eliminates drift. Machine learning detects patterns faster than human eyes. Real-time anomaly detection flags inconsistencies before they become errors. Processes sharpen, insights crystallize, and decisions accelerate. Precision isn’t an option—it’s the foundation.

How does real-time analytics sharpen collaboration?

Static reports fragment teams, while live dashboards unify them. Instant data visibility means departments operate with the same intelligence. Strategy shifts from reactive to proactive. Execution syncs across teams, removing guesswork. Decisions gain clarity, and action gains speed.

How do predictive analytics prepare businesses for volatility?

Uncertainty isn’t random—it’s unmeasured data. Predictive models surface unseen risks. Market trends shift, supply chains fluctuate, and consumer behavior evolves. Forecasting anticipates instead of reacts. Resource allocation sharpens, and crisis response strengthens. Risk turns into preparedness—opportunity follows.

How do businesses maintain security without slowing analytics?

Access must be fluid, but protection must be absolute. Encryption shields data without stalling usability. Role-based permissions prevent exposure while ensuring key personnel have seamless access. Compliance adapts—barriers fall for those who need insights, but threats stay locked out. Security isn’t a trade-off. It’s the baseline.

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