AI Development Services

AI Development Services - AI App & Software Solutions

Generative AI Development

Generative AI Development Services - AI Software Experts

AI Agents and Conversational AI

Conversational AI Agents for Businesses - SourceMash Technologies

Applied AI Solutions

Applied AI Solutions by SourceMash Technologies

Data and AI Engineering

AI & Data Engineering Solutions Delivered by Expert AI Data Engineers

Responsible AI and Governance

Responsible AI & Governance for Ethical AI Systems

AI Strategy and Roadmap Consulting

Expert AI Strategy Consulting & Roadmap Services

Salesforce CRM

Salesforce CRM

Microsoft Dynamics 365

Microsoft Dynamics 365

Oracle CX

Oracle CX

AS400 PKMS/WMS

AS400 PKMS/WMS

CRM Implementation

CRM Implementation

CRM Integrations and Executions

CRM Integrations and Executions

Microsoft Dynamics 365

Microsoft Dynamics 365 System for Business Advanced Solutions

Oracle ERP and Business Central

Oracle ERP Cloud System for Modern Businesses

Manhattan PKMS/WMS

Manhattan PKMS/WMS

SAP S/4HANA

SAP S/4HANA ERP Software, Implementation & Migration Services

iSeries/AS400

iSeries/AS400

Marketing Technology Services

Marketing Technology Services

SOC Setup and Operations

SOC Setup and Operations

Cloud Infrastructure Management Services

Cloud Infrastructure Management Services

24/7 Expert IT Support

24/7 Expert IT Support

Data Analytics

Data Analytics

Data Integration

Data Integration

Full Stack Development

Full Stack Development

Shopify

Shopify

WooCommerce

WooCommerce

Salesforce Commerce Cloud

Salesforce Commerce Cloud

Magento

Magento

Banking and Finance
Healthcare and Lifesciences
Manufacturing
Retail and E-Commerce
Energy and Utilities
Travel and Hospitality
Education and EdTech
Telecom and Media
Data & Analytics Services

Turn Raw Data Into Strategic Intelligence

From real-time dashboards to enterprise-scale data pipelines — SourceMash delivers end-to-end Data Analytics and Data Integration solutions across Power BI, Snowflake, Databricks, Tableau and beyond.

500+
Dashboards Delivered
8+
Analytics Platforms
98%
Client Satisfaction
Analytics & Integration Platforms
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Power BI
Microsoft Business Intelligence
BI & Reporting
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Snowflake
Cloud Data Warehousing
Data Cloud
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Databricks
Unified Analytics Platform
Lakehouse
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Tableau
Data Visualization
Visualization
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Google Analytics 4
Web & App Analytics
Digital Analytics
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Adobe Analytics
Enterprise Digital Analytics
Enterprise
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Mixpanel
Product & User Analytics
Product Analytics
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Amplitude
Behavioral Analytics
Behavioral
200+
Projects Delivered
50+
Enterprise Clients
300+
Tech Specialists
15+
Countries Served
Power BI Snowflake Databricks Tableau Google Analytics 4 Adobe Analytics Mixpanel Amplitude Enterprise Data Integration API Management Real-time Streaming Power BI Snowflake Databricks Tableau Google Analytics 4 Adobe Analytics Mixpanel Amplitude Enterprise Data Integration API Management Real-time Streaming

Certified Expertise & Technology Partnerships

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Microsoft Power BI
Certified Partner
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Snowflake
Select Partner
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Databricks
Certified Partner
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Tableau
Certified Reseller
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ISO 27001
Certified
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SOC 2 Type II
Compliant
Our Service Offerings

Data & Analytics Service Pillars

Two powerful practice areas — Data Analytics and Data Integration — working in concert to give your enterprise a competitive data edge.

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Data Analytics

We transform raw data into actionable intelligence using leading analytics platforms. From self-service BI to advanced behavioral analytics, we cover the full analytics stack.

Power BI Snowflake Databricks Tableau GA4 Adobe Analytics Mixpanel Amplitude
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Data Integration

We design and implement robust integration architectures — from enterprise ETL pipelines and API platforms to real-time streaming and event-driven systems at scale.

Enterprise Data Integration API Management Real-time Streaming Event Architecture MuleSoft Apache Kafka
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Data Analytics

Analytics Platform Deep‑Dives

Microsoft Power BI

We design, develop and deploy enterprise-grade Power BI solutions — from semantic model architecture to pixel-perfect dashboards and governed report distribution across your organisation.

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Data Modelling & Semantic Layer

Star schema design, DAX measures, calculated columns and optimised data models for high performance.

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Dashboard & Report Development

Interactive, branded dashboards with drill-through, bookmarks, tooltips and mobile layouts.

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Power BI Embedded & API

Embed analytics directly into your apps and portals using Power BI REST APIs and Embedded capacity.

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Governance & Row-Level Security

Role-based access, RLS implementation, workspace governance and deployment pipeline management.

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70% Faster Reporting

Automated pipelines replace manual Excel processes, cutting report generation time dramatically.

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Self-Service Analytics

Business users explore data independently, reducing IT dependency for ad-hoc analysis.

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Enterprise Scale

Premium capacity and Fabric integration ensure performance at tens of thousands of users.

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Unified Data Source

Single source of truth connecting ERP, CRM, web analytics and operational systems.

Snowflake Data Cloud

We architect, implement and optimise Snowflake environments — from initial setup and data loading to advanced performance tuning, data sharing and Snowpark ML pipelines.

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Data Warehouse Architecture

Multi-cluster warehouse design, virtual warehouse sizing, separation of storage and compute.

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ELT Pipeline Development

dbt, Fivetran and Snowpipe implementations for automated, scalable data loading and transformation.

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Data Sharing & Marketplace

Secure data sharing across business units and Snowflake Data Marketplace publisher/consumer setup.

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Snowpark & ML Integration

Python/Java Snowpark for in-database ML, UDFs and advanced analytics without data movement.

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40% Cost Reduction

Auto-suspend, clustering keys and query optimisation significantly reduce compute costs.

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Sub-Second Query Performance

Result caching, materialised views and proper clustering deliver near-instant query results.

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Infinite Scalability

Scale compute independently of storage — handle petabytes with zero performance degradation.

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Enterprise Security

End-to-end encryption, dynamic data masking and network policies for compliance and governance.

Databricks Lakehouse

We implement Databricks Lakehouse architectures that unify data engineering, data science and analytics on a single, open platform — powered by Delta Lake and Apache Spark.

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Delta Lake Architecture

Bronze/Silver/Gold medallion architecture, ACID transactions, schema evolution and time travel.

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Spark Engineering

Optimised PySpark and Scala pipelines for batch and streaming data transformation at scale.

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MLflow & Model Serving

End-to-end ML lifecycle management — experiment tracking, model registry and real-time serving.

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Workflow Orchestration

Databricks Workflows and Jobs for production-grade pipeline orchestration and dependency management.

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10x Faster ML Deployment

Unified platform eliminates data movement between data engineering and ML teams.

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50% Lower Infrastructure Cost

Open format eliminates vendor lock-in and reduces data duplication across siloed systems.

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Real-time + Batch Unified

Single platform handles both streaming and batch workloads without separate infrastructure.

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Governed Data Quality

Delta Lake constraints, expectations and Unity Catalog enforce data quality at every layer.

Tableau Analytics

We deliver powerful Tableau implementations — from initial server setup and data source connections to advanced calculated fields, custom extensions and enterprise deployment.

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Visual Analytics Design

Best-practice dashboard design — KPI tiles, trend charts, maps, scatter plots and custom tooltips.

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Data Source Architecture

Published data sources, extracts vs live connections, and multi-source joins for unified analytics.

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Tableau Server & Cloud

Server architecture, site administration, content governance and performance optimisation.

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Tableau Extensions & API

Custom extensions, embedding with JavaScript API and Tableau Prep automated flow scheduling.

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Instant Data Discovery

Business users explore millions of rows interactively without writing a single line of SQL.

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Enterprise-Wide Deployment

Centralised server ensures everyone works from the same trusted, governed data definitions.

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Mobile-Ready Analytics

Responsive dashboards optimised for Tableau Mobile with offline capabilities.

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AI-Augmented Insights

Tableau Einstein Discovery surfaces statistical insights and predictive scores automatically.

Google Analytics 4

We implement, configure and unlock the full potential of GA4 — from measurement planning and GTM setup to BigQuery exports, custom reporting and cross-platform attribution.

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GA4 Implementation & GTM

Event taxonomy design, GA4 property setup, Google Tag Manager configuration and validation.

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Conversion & Funnel Tracking

E-commerce tracking, goal configuration, funnel exploration and audience segment creation.

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BigQuery Export & Analysis

GA4 raw data export to BigQuery, SQL analysis and integration with Looker Studio dashboards.

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Attribution Modelling

Data-driven attribution, cross-channel journey analysis and campaign performance reporting.

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Complete User Journey Visibility

Cross-platform tracking across web and app gives a unified view of every user touchpoint.

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Smarter Ad Spend

Data-driven attribution reveals true channel performance, reducing wasted ad budget by 30%+.

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Personalisation Audiences

Predictive audiences (purchasers, churners) feed directly into Google Ads for targeted campaigns.

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Privacy-Ready Analytics

Consent Mode v2, server-side tagging and cookieless measurement for GDPR compliance.

Adobe Analytics

We implement and optimise Adobe Analytics for enterprise digital intelligence — from Launch/Tags implementation and custom eVars/props to Analysis Workspace and Customer Journey Analytics.

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Implementation & Tagging

Adobe Launch/Tags setup, AppMeasurement configuration, custom link tracking and data layer integration.

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Analysis Workspace

Custom reports, calculated metrics, flow visualisations, fallout analysis and cohort tables.

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Customer Journey Analytics

CJA implementation connecting online and offline data for truly unified customer journey views.

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AEP & RT‑CDP Integration

Connect Adobe Analytics data to Adobe Experience Platform for real-time personalisation.

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Enterprise-Grade Depth

Unlimited custom dimensions, high-cardinality data and real-time collection at massive scale.

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Omnichannel Intelligence

Stitch web, mobile, call centre and in-store data into a single customer journey view.

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AI-Powered Anomaly Detection

Intelligent Alerts and Contribution Analysis surface issues and opportunities automatically.

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Full Adobe Stack Integration

Native connectivity with Target, Campaign, Audience Manager and Real-Time CDP.

Mixpanel Product Analytics

We implement and leverage Mixpanel to give your product and growth teams deep insight into user behaviour — powering feature decisions, retention strategies and growth experiments.

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SDK Implementation & Event Tracking

Web, iOS and Android SDK setup, event schema design and tracking plan documentation.

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Funnel & Retention Analysis

Conversion funnel setup, retention curves, cohort analysis and drop-off identification.

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A/B Testing Integration

Connect Mixpanel with experimentation tools to measure feature impact on key product metrics.

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Alerts & Automated Insights

Anomaly detection alerts, weekly digests and Slack/email notifications for metric changes.

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Improved User Retention

Identify and act on retention drop-off points — clients see 25%+ improvement in D30 retention.

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Faster Product Decisions

Self-serve analytics empowers PMs to answer questions in minutes, not weeks.

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Activation Optimisation

Identify the precise actions that correlate with long-term retention and revenue.

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Growth Loop Measurement

Track virality, referral loops and network effects at the individual user level.

Amplitude Behavioral Analytics

We implement Amplitude to give your teams a deep, behavioural understanding of how users interact with your product — from first touch to power user and beyond.

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Instrumentation & Data Taxonomy

Amplitude SDK setup, event taxonomy design, user properties and group analytics configuration.

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Behavioural Cohorts & Segmentation

Dynamic cohorts, user segments and behavioural targeting for personalisation and campaigns.

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Feature Flags & Experiment

Amplitude Experiment integration for statistically rigorous A/B and multivariate testing.

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CDP & CRM Integrations

Sync Amplitude cohorts to Braze, HubSpot, Salesforce and your CDP for activation.

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Full User Journey Mapping

Pathfinder analysis reveals the actual routes users take — not just the ones you designed.

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30% Higher Conversion

Funnel analysis and experiment-driven optimisation consistently improve activation and conversion.

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Reduced Churn

Predictive retention scores identify at-risk users before they churn, enabling proactive intervention.

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Data-Driven Product Roadmap

Usage data and experiment results replace gut-feel in prioritisation decisions.

Data Integration

Integration Service Deep-Dives

Enterprise Data Integration

We design and implement enterprise-scale data integration architectures that unify data across ERP, CRM, cloud data warehouses, SaaS platforms and on-premise systems — creating a single, trusted data foundation.

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ETL/ELT Pipeline Development

Scalable pipelines using dbt, Fivetran, Informatica, Talend and Azure Data Factory for reliable data movement.

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Data Warehouse & Lakehouse Design

Architecture design for Snowflake, Databricks, Azure Synapse and Redshift with governed data layers.

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Master Data Management

MDM strategy, golden record creation, deduplication and data lineage across enterprise systems.

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Data Quality & Observability

Great Expectations, Monte Carlo and dbt tests for automated data quality monitoring and alerting.

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Single Source of Truth

Eliminate data silos — all teams work from the same governed, trusted enterprise data platform.

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80% Faster Data Delivery

Automated pipelines replace manual processes, delivering fresh data on-demand rather than monthly.

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Future-Proof Architecture

Modular, cloud-native design scales with your data volumes without re-architecture.

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Compliance & Lineage

Full data lineage tracking for GDPR, CCPA and regulatory audit requirements.

API Management & Integration

We design, build and govern API ecosystems that connect your enterprise applications, partners and customers — using leading API management platforms for security, scalability and developer experience.

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API Design & Strategy

REST, GraphQL and gRPC API design with OpenAPI specifications, versioning strategy and developer portals.

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API Gateway & Security

MuleSoft, Apigee, AWS API Gateway and Azure APIM — with OAuth2, JWT, rate limiting and threat protection.

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System Integration

iPaaS integration connecting SAP, Salesforce, ServiceNow, Oracle and custom applications via managed APIs.

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API Analytics & Monitoring

Real-time API usage dashboards, SLA monitoring, error tracking and capacity planning.

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Rapid Integration Delivery

API-first approach reduces point-to-point integration complexity by 70%, accelerating delivery.

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Enterprise-Grade Security

Centralised API gateway enforces consistent authentication, authorisation and threat protection.

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Ecosystem Enablement

Published developer portals and partner APIs unlock new revenue streams and ecosystem growth.

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Full API Observability

End-to-end API monitoring ensures SLA compliance and fast incident response.

Real-time Streaming & Event Architecture

We design and implement event-driven architectures and real-time data streaming pipelines that enable your organisation to act on data in milliseconds — not hours.

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Apache Kafka Implementation

Kafka cluster setup, topic design, consumer group configuration, Schema Registry and Kafka Connect deployment.

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Stream Processing

Apache Flink, Spark Streaming and Kafka Streams for real-time transformation, aggregation and enrichment.

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Cloud Streaming Services

AWS Kinesis, Azure Event Hubs and Google Pub/Sub for managed, cloud-native event streaming at scale.

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Event-Driven Architecture

Microservices event-driven design, CQRS/Event Sourcing patterns and saga orchestration.

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Millisecond Data Freshness

Real-time pipelines deliver data to dashboards and systems in under 100ms — not T+1 batch.

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Unlimited Throughput

Horizontally scalable Kafka clusters handle millions of events per second without degradation.

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Fault-Tolerant Delivery

Guaranteed message delivery with replication, offset management and dead-letter queue handling.

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Real-time ML Inference

Stream events through real-time ML models for instant fraud detection, recommendations and alerts.

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500+
Dashboards Delivered
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200+
Data Pipelines Built
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40+
Global Enterprises
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98%
Client Satisfaction
SourceMash Data & Analytics by the Numbers
500+
Dashboards Deployed Globally
8+
Analytics Platforms Mastered
70%
Avg. Reporting Time Reduction
40%
Avg. Data Infrastructure Cost Saving
iconMicrosoft Partner iconSnowflake Partner iconDatabricks Partner iconTableau Partner
Why SourceMash

The Data Partner That Delivers Results

We help enterprises turn raw data into business-ready insights with scalable, secure, and future-proof analytics platforms.

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Full-Stack Data Capability

From data strategy and architecture to implementation and managed services — one partner for your entire data journey.

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Certified Multi-Platform Expertise

Deep expertise across Power BI, Snowflake, Databricks, Tableau, GA4, Adobe Analytics, and more.

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Deep Industry Knowledge

Domain expertise across retail, financial services, healthcare, manufacturing and technology sectors.

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Enterprise-Grade Security & Governance

ISO 27001 certified and SOC 2 compliant — your data is always protected and governance-ready.

Our Approach

How We Deliver Data Success

A proven, structured delivery methodology from insight to impact — on time and on budget.

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Discover & Assess
Data audit, stakeholder interviews and current-state maturity assessment.
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Architect & Design
Platform selection, data model design and integration architecture blueprint.
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Build & Integrate
Pipeline development, dashboard builds and platform configuration with agile sprints.
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Validate & Govern
Data quality testing, UAT, documentation and governance framework implementation.
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Operate & Optimise
Managed services, user training, performance tuning and continuous improvement.
Industries We Serve

Data Solutions Across Every Industry

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Retail & E‑commerce
Customer analytics, basket analysis and inventory intelligence.
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Financial Services
Risk analytics, regulatory reporting and fraud detection.
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Healthcare
Clinical outcomes, operational efficiency and patient analytics.
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Manufacturing
Supply chain visibility, OEE analytics and predictive maintenance.
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Media & Technology
Product analytics, engagement metrics and growth intelligence.
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Travel & Hospitality
Demand forecasting, pricing analytics and customer journey insights.
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Education
Student outcomes, enrolment analytics and institutional reporting.
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Energy & Utilities
Asset performance, consumption analytics and sustainability reporting.
Client Success

What our Clients Says

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SourceMash transformed our reporting from monthly Excel files to real-time Power BI dashboards. Our leadership team now makes decisions in hours, not weeks.

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Rajesh Kumar
CTO · Retail Enterprise
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The Snowflake implementation delivered a 45% reduction in our data infrastructure costs while tripling query performance. Exceptional expertise and delivery.

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Sarah Mitchell
Head of Data · FinTech Company
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Our Databricks lakehouse now powers real-time ML models in production. SourceMash’s team were experts at every stage from architecture through to deployment.

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Amir Patel
VP Engineering · SaaS Platform
Get Started Today

Ready to Unlock the Power of Your Data?

Talk to our Data & Analytics experts — get a free assessment and a tailored roadmap for your organisation.

Get In Touch

Let's Start a Conversation

Tell us about your business challenge. Our experts will respond within one business day with initial thoughts and next steps.

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Call Us
+1 888-503-1676
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Headquarters
MOHALI ·F-384, Sector 91 Phase 8-B, Industrial Area Mohali, Punjab 160055, India
Regional

BENGALURU ·Block B, Bridge Tech Park, No. 134/1 & 134/2 Pattandur Agrahara, Whitefield Post, Bengaluru 560066, India

Regional

ATLANTA ·235 Peachtree Street NE, Suite 400 Atlanta, Georgia 30303, USA

Regional

TORONTO ·88 Queens Quay West RBC Waterpark, Suite# 2500 Toronto, Ontario M5J 0B8, Canada

Regional

BANGKOK ·159/37 Sermmit Tower Sukhumvit Soi 21, Suite 2301 Wattana, Bangkok 10110, Thailand

icon What to expect after you reach out:
  • icon Response from a named AI consultant (not a sales rep)
  • icon Initial thoughts specific to your use case
  • icon Zero obligation, we earn your trust before you invest

Send Us a Message

Common Questions

Frequently Asked Questions

Everything you need to know before reaching out to us.

Which analytics platform is right for my business?

The right platform depends on your use case, existing technology stack, and team capabilities. Power BI works best for Microsoft-centric organizations; Tableau excels in visual exploration; GA4 and Adobe Analytics are ideal for digital analytics; Mixpanel and Amplitude suit product analytics. We conduct a structured needs assessment and recommend the optimal platform — or combination of platforms — for your situation.

How long does a typical data analytics implementation take?

Timelines vary by scope. A Power BI dashboard project typically takes 4–8 weeks. A Snowflake data warehouse implementation ranges from 8–16 weeks, while a Databricks lakehouse build can take 12–24 weeks. We deliver in iterative sprints so value is visible from Week 2 onwards.

Can you migrate our existing data warehouse to Snowflake or Databricks?

Yes — migration is one of our core specialisms. We handle migrations from on‑premise SQL Server, Oracle, Teradata, and legacy warehouses to modern cloud platforms. Our proven methodology minimizes downtime and data‑loss risk, with full validation before cutover.

Do you provide managed services after implementation?

Absolutely. Our Data Managed Services include platform administration, pipeline monitoring, performance optimization, new dashboard development, and user support. We offer flexible SLA‑backed packages ranging from business‑hours support to 24/7 critical coverage.

How do you ensure data security and compliance?

We are ISO 27001 certified and SOC 2 Type II compliant. All implementations include role‑based access control, encryption at rest and in transit, audit logging, and data lineage. We design for GDPR, CCPA, and sector‑specific regulations from day one.