TCS Agentic AI Data Accelerator on Google Cloud
Accelerating data modernisation with agentic AI for greater efficiency, precision, and reduced risk
Solution
Cloud
Enabling Enterprise Agility & Resilience with a Robust Cloud Strategy
Highlights
- TCS Agentic AI Data Accelerator on Google Cloud reduces migration timelines through continuous, automated validation and correction, minimising risk and manual effort.
- It helps organisations modernise as they migrate, optimising legacy pipelines and governance standards, and ensuring their data estate arrives AI-ready on Google Cloud from day one.
- It deploys a coordinated team of specialised AI agents that autonomously handle end-to-end discovery, transformation, and quality assurance across the entire data estate.
Overview
In the intelligent era, enterprises need a scalable, resilient, and artificial intelligence (AI)-ready data foundation to achieve long-term agility and sustained innovation.
Enterprise data warehouses are the backbone of modern organisations, built and scaled over decades to power mission-critical reporting, analytics, and operations. Yet modernising and migrating these large, complex data estates to the cloud remains one of the most complex transformations an enterprise can undertake.
Traditional migration approaches demand significant investment in refactoring code, rebuilding pipelines, and validating outputs. This leads to prolonged timelines, inflated costs, and increased risk to ongoing business critical operations.
In today’s landscape, a simple lift‑and‑shift is no longer sufficient. Organisations must modernise as they migrate. They must embrace intelligent, autonomous modernisation to accelerate cloud adoption. With AI-led automation, enterprises can transition to a cloud-native, AI-ready data estate faster, smarter, and with reduced risk.
Together, TCS and Google Cloud help organisations modernise legacy data estates and transition to a scalable cloud data foundation for analytics and AI with greater speed and reduced risk.
Built on Google Cloud’s high-performance, fully managed analytics platform, enterprises can simplify data operations, respond faster to business needs, and scale data capabilities more effectively across the organisation.
Combined with TCS’ deep transformation expertise, organisations can modernise with confidence, strengthen governance, and unlock greater value from enterprise data.
Solution
TCS introduces an agentic and generative AI (GenAI)-powered approach to automating data modernisation on Google Cloud.
TCS Agentic AI Data Accelerator on Google Cloud autonomously migrates, modernises, and optimises legacy data platforms to cloud‑native Google Cloud architectures.
Instead of automating isolated tasks, it orchestrates a coordinated network of specialised AI agents that operate across the entire data lifecycle—working continuously, intelligently, and at enterprise scale.
TCS Agentic AI Data Accelerator on Google Cloud powers the full modernisation journey and features:
- Dedicated AI agents that manage each critical phase—data discovery, code and data transformation, quality assurance, and platform optimisation. Every stage is executed with precision, in sequence, and without dependency on manual handoffs.
- Self-correction, not just execution. Through an intelligent feedback loop, agents autonomously validate outputs, detect anomalies and resolve errors in real time. The system does not wait for human intervention, it identifies issues, corrects them instantly, and ensures quality at every step.
- Modernisation that understands context. Unlike traditional automation tools, the accelerator understands the semantic meaning of data, not just its structure. This ensures that the data that arrives on Google Cloud is not a replica of the old estate, but a fully optimised, well-governed, and AI-ready version of it.
- The accelerator supports heterogeneous databases and extract, transform, and load (ETL) transformations across multiple technologies, including Teradata, Oracle, SQL Server, SAP DW, Hive, Snowflake, Netezza, and Informatica as source systems, and modernises them to Google BigQuery, Cloud SQL, and AlloyDB target environments.
- Built on Google Cloud, engineered for enterprise scale. The accelerator runs natively on Google Cloud, leveraging Vertex AI Agent Builder for agent orchestration, Gemini models for contextual intelligence, Cloud Run for scalable, serverless workflow execution, and Google BigQuery as the foundation for governed, analytics-ready data storage.
Benefits
By combining autonomous intelligence with cloud‑native engineering, TCS Agentic AI Data Accelerator on Google Cloud delivers measurable improvements in speed, quality, resilience, and overall business value.
- Accelerated time to market: Reduces migration timelines by automating the most effort-intensive stages of modernisation, namely code conversion, optimisation, and validation.
- True modernisation, not just migration: TCS’ multi-agent accelerator goes beyond lift-and-shift migration to the cloud. It optimises SQL queries, refactors legacy code, and embeds modern data governance standards, all during the transition to Google Cloud.
- Self-healing resilience: The accelerator autonomously resolves syntax errors and dependency conflicts. This reduces repetitive remediation efforts and frees engineering teams from manual tasks for a near-error-free workflow.
- Mitigated risk: Proactive issue detection and automated resolution minimise costly failures, safeguard critical workloads, and maintain business continuity throughout the modernisation journey.
- Increased productivity: Engineering teams and business users gain significant productivity lifts by eliminating manual effort. With automation handling repetitive tasks, teams can focus on higher‑value initiatives that directly drive business outcomes.
- Reduced cost: The accelerator significantly lowers manual engineering effort and eliminates high-cost post-migration data remediation. With continuous automated validation, self-healing error correction, and optimised cloud resource utilisation, organisations can minimise operational downtime and achieve at least 2X cost savings during their transition to the cloud.
TCS advantage
Drive confident data modernisation with TCS’ proven expertise and innovation.
With TCS Agentic AI Data Accelerator on Google Cloud, enterprises benefit from TCS’ deep domain expertise, differentiated AI capabilities, and long‑standing partnership with Google Cloud.
- Industry expertise: Decades of experience modernising large-scale, complex, and mission‑critical enterprise data estates across industries and a strong track record of delivering enterprise transformation at scale.
- Differentiated agentic AI capability: TCS’ advanced agentic AI capabilities combine deep domain knowledge with autonomous, self‑correcting modernisation workflows, ensuring accuracy, continuity, and efficiency across every stage of the transformation journey.
- TCS Cloud Lab on Google Cloud: Accelerate value with continuous innovation and rapid experimentation with TCS’ suite of cloud and AI accelerators rendered on TCS Cloud Lab on Google Cloud, a physical lab for prototyping and a cloud innovation centre in key global markets to speed innovation, strengthen co-creation, and deliver faster business value. The TCS Agentic AI Data Accelerator on Google Cloud is continuously evaluated, enhanced, and upgraded through this lab environment—ensuring the solution always incorporates the latest engineering advancements from both TCS and Google Cloud.
- Strategic partnership: As a long-standing strategic partner of Google Cloud, TCS combines domain-focussed innovation with Google Cloud's technology capabilities to guide organisations through every stage of data modernisation, from initial migration to full AI-readiness, with the technical depth, reliability, and long-term commitment required to create lasting business impact.
- Gemini Experience Centres and certified talent at scale: TCS operates a global network of industry-focussed Google Cloud Gemini Experience Centres that are dedicated environments where enterprises can co-create, prototype, and scale agentic AI solutions rapidly. Backed by the world's largest pool of Google AI-certified professionals, TCS brings both the physical infrastructure and the human expertise to accelerate delivery with confidence, across industries and geographies.