Big Data Consulting Services

Years on the market

450

Projects

300

Customers globally

500

Employees

Big data consulting services that SoftTeco offers

Big data strategy consulting

Our big data consultants step in when teams can’t agree on numbers and analytics work keeps restarting from scratch. They help you define clear goals, responsible stakeholders, and a delivery plan your team can follow as data volume and sources grow. These steps fall under this service:

Audit your current data landscape
Define target outcomes, success metrics, and a realistic delivery roadmap
Set data governance rules for data management
Prioritize use cases by impact, feasibility, and required changes

Big data architecture design

SoftTeco designs the core layers and selects the right stack so pipelines stay reliable, costs stay controlled, and teams can operate the system in production. The service includes:

Designing core layers for storage, processing, orchestration, and serving
Selecting the stack for your workloads (Hadoop, Spark, Kafka, Cassandra)
Defining data models, partitioning, and lifecycle rules
Planning deployment and SLAs (latency, availability, scalability)

Big data implementation

SoftTeco helps you build ingestion and transformation flows with quality checks and monitoring from the start, so reporting stays reliable as volume grows. Here’s what we do:

Build pipelines for ingestion, transformation, and BI delivery
Add validation, quality checks, and monitoring
Set up CI/CD for pipelines and infrastructure
Deliver runbooks and support dashboards

Big data integration

SoftTeco helps you align ERP, CRM, marketing, product, and external sources with clear ownership rules and sync logic that doesn’t fall apart on errors. The service includes:

Connecting ERP, CRM, marketing platforms, product systems, and external sources
Setting source-of-truth rules and mapping to cut duplicates
Building reliable sync with retries, DLQ, and alerts
Standardizing identifiers and reference data across systems

Big data solution optimization

Our engineers help you deal with platforms that work, but cost too much or slow down under load. They profile bottlenecks, tune storage and compute, and tighten processing so performance and spend stay predictable. Within this service, we:

Profile pipelines and queries, then remove processing bottlenecks
Cut costs by tuning compute, schedules, retention, and recomputation
Improve speed with partitioning, indexing, caching, and file formats
Keep performance stable under load with capacity planning and scaling rules

Security and compliance consulting

SoftTeco sets up access, logging, and governance practices that fit regulated environments and day-to-day operations. This service includes the following activities:

Setting RBAC, audit logs, and separation of duties for sensitive data
Aligning controls with ISO 27001, HIPAA, GDPR, and PCI DSS
Defining encryption and key management
Reviewing retention, deletion, and incident response gaps

Data engineering consulting

Our data engineering specialists help set up access, logging, and governance practices that fit regulated environments and day-to-day operations. The following activities fall under this service:

Reviewing pipelines, serving patterns, and reliability targets
Defining data contracts, validation, deduplication, and quality gates
Setting standards for metadata, lineage, and documentation
Building a delivery backlog with priorities and effort estimates

Data science, AI, and ML consulting

We advise you on how to choose the right use cases and set the path from dataset to deployed output that teams can actually use. Here’s what this service includes:

Picking AI and ML use cases with clear ROI
Defining dataset needs, features, metrics, and acceptance criteria
Setting the model lifecycle with training, deployment, monitoring, retraining, rollback
Integrating outputs into BI systems, workflows, or decision rules

Big data in numbers

97.2%

of organizations allocate budget resources to big data

$12.9 million

is the average cost of poor data quality annually

99%

of major businesses said investment in data and AI is a top priority

Big data use cases across industries

01 / 06

Fintech and banking

Transaction monitoring and anomaly detection
Credit risk scoring and portfolio monitoring
Anti-money laundering pattern detection
Customer segmentation and lifetime value modeling
Real-time fraud signals across channels
Regulatory reporting automation

02 / 06

Healthcare

Predictive patient care and risk stratification
Personalized treatment pathways
Medical imaging analysis support
Hospital operations and capacity optimization
Drug discovery and clinical trial analytics
Population health management
Fraud detection and compliance monitoring
Remote patient monitoring analytics

03 / 06

Telecommunications

Network performance monitoring and anomaly detection
Customer churn prediction and retention analytics
Revenue assurance and leakage detection
Capacity planning and traffic forecasting
Service quality analytics by segment and region
Fraud detection for SIM and billing abuse

04 / 06

Manufacturing

Predictive maintenance for equipment
Quality analytics and defect detection
Supply chain visibility and ETA forecasting
Yield optimization and process drift detection
Energy use monitoring and cost drivers
Production planning and throughput analytics

05 / 06

Oil & gas

Asset performance monitoring and predictive maintenance
Safety analytics and incident prevention signals
Production forecasting and variance analysis
Supply chain and spare parts optimization
Emissions tracking and compliance reporting
Cost drivers analysis for operations

06 / 06

Transportation & logistics

Route optimization and delivery time prediction
Fleet utilization and maintenance planning
Warehouse throughput and labor distribution
Exception management for delays and claims
Cost-to-serve analytics by lane and client
Demand forecasting by region and season

Use big data consulting services to make numbers reliable. We’ll audit your data flow and deliver a clear fix plan.

Talk to a data consultant

When teams stop trusting numbers

Trust is the most expensive thing you can lose and the hardest thing to buy back. Once a team (doesn’t matter which one: business, development, leadership, etc.) stops believing the dashboard, they revert to ‘gut feeling’, and your processes will slow down, which is exactly where the competition wants them to be. Trust your data to the professionals.

Head of Backend Department, SoftTeco

Nickolay Pershai

Why choose SoftTeco as your big data consulting company?

Focus on revenue and performance

Our big data experts connect analytics work to the numbers you run the business on like unit economics, funnel drop-offs, churn signals, and cost drivers.

Security built into delivery

SoftTeco’s consultants advise on access control, auditability, and governance for big data platforms, guided by GDPR and ISO 27001:2022 practices. You get a clear set of controls to use in audits, vendor reviews, and day-to-day access management.

Practical consulting

Our team reviews your current data sources, pipelines, and reporting, then designs the target big data platform architecture with an implementation plan that matches your stack and team capacity.

Custom solutions

You can choose the consulting format, from a quick audit to a full big data strategy and architecture package with a clear roadmap, and we scope it around your stack and team capacity so you can execute without guesswork.

Stack for maintainability

SoftTeco selects tools based on reliability, cost, and hiring availability. In return, you get a setup your team can support after go-live.

Track record you can verify

SoftTeco has 18+ years in custom software development and IT consulting and has delivered work for 300+ customers across 75+ countries, with a 4.8 rating on Clutch.

Tools we use for big data delivery

Backend

Frontend

iOS

Android

Cross-Platform

SQL

NoSQL

Cloud solutions

DevOps

Machine learning, AI,
data science, big data

Salesforce

CMS

QA automation

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Big data projects delivered by SoftTeco

Cloud big data pipeline for hive health tracking

Our engineers built an end-to-end flow that turns hive inspection photos into trackable health metrics. The team assembled and labeled the cloud dataset, then ran processing on Google Cloud so throughput scales with photo volume. Our developers surfaced outputs as charts and trend history, so inspections compare cleanly over time.

Computer vision data pipeline for swing metrics

A New Zealand golf club manufacturer needed automated swing measurement instead of their semi-manual swing analysis. Our developers built the training pipeline end to end: video collection, frame extraction, and labeled datasets for detection and segmentation. The system converts joint angles and club position into consistent metrics, captured via phone or kiosk.

Mobile sensor data platform for road quality analytics

RoadLab required consistent telemetry across devices that road agencies can trust. Our engineers implemented IRI calculation from gyroscope, accelerometer, and GPS signals, then calibrated it through field tests across speeds and suspension types. Our mobile developers shipped iOS/Android capture with offline storage and auto-upload, while the server normalizes measurements and exports geo-formats for reporting.

1 / 4

Client feedback on SoftTeco’s services

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