Tata Consultancy Services

Lead Data Architect (Google spanner)

Tata Consultancy Services$120K — $130K *
Information Technology
8 - 10 years of experience
Job Overview by Ladders

Qualifications

  • 10+ years of experience in large-scale data architecture
  • Expertise in Google Spanner internals including TrueTime and distributed transactions
  • Proven track record designing multi-region OLTP systems at petabyte scale
  • Strong understanding of distributed consistency models and failure modes
  • Prior experience with Oracle distributed database migration preferred

Responsibilities

  • Define the Logical Canonical Data Model (LCDM) independent of physical storage
  • Design Spanner-native schemas including primary key strategy and row key distribution
  • Decide on denormalization, projections, or materialized view requirements
  • Establish transaction boundaries under Spanner’s constraints
  • Classify workloads based on consistency needs
  • Collaborate with QA on validating CRUD contracts and transaction invariants
  • Participate in performance diagnostics and capacity sizing for Spanner instances

Benefits

  • Leadership opportunities with final authority on Spanner data design decisions
  • Mentoring roles for domain architects and engineers
  • Exposure to executive-level architectural discussions
Full Job Description
Lead Data Architect (Google spanner)

Own the target-state data architecture on Google Spanner, ensuring the new data model satisfies functional correctness, performance SLOs, and transactional semantics required by 1000+ applicationsbefore large-scale app rewrites occur.

This role is not a schema converter. It is a distributed systems architect role.

Key Responsibilities

Data Architecture & Modeling
• Define the Logical Canonical Data Model (LCDM) independent of physical storage.
• Design Spanner-native physical schemas:

o Primary key strategy

o Row key distribution (hotspot avoidance)

o Interleaving decisions

o Secondary index strategy
• Decide where denormalization, projections, or materialized views are required.

Transaction & Consistency Design
• Define transaction boundaries under Spanner constraints:

o Single-partition vs multi-partition transactions

o Atomicity and consistency trade-offs
• Classify workloads by strong consistency vs bounded staleness tolerance.
• Define idempotency and retry-safe patterns.

Compatibility & Contract Validation
• Work with QA and platform teams to validate:

o CRUD contracts

o Query semantics

o Transaction invariants
• Review and sign off on schema compatibility scorecards.

Performance & Scalability
• Participate in workload replay analysis.
• Diagnose and resolve:

o Hot key risks

o Transaction conflicts

o Index amplification
• Size Spanner instances and estimate cost envelopes.

Leadership
• Act as final authority for Spanner data design decisions.
• Mentor domain architects and engineers.
• Provide executive-level architectural rationale.

Required Skills & Experience
• 10+ years in large-scale data architecture
• Deep expertise in Google Spanner internals:

o TrueTime

o Distributed transactions

o Synchronous replication
• Experience designing petabyte-scale, multi-region OLTP systems
• Strong understanding of:

o Distributed consistency models

o Failure modes in globally distributed databases
• Prior Oracle distributed DB migration experience strongly preferred

Salary Range- $120,000-$130,000 a year

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About Tata Consultancy Services

Tata Consultancy Services (TCS) is an Indian multinational information technology (IT) services and consulting company, headquartered in Mumbai, Maharashtra, India. It is a subsidiary of Tata Group and operates in 149 locations across 46 countries. TCS is the largest Indian company by market capitalization and is ranked 11th on the Forbes Global 2000 list of the world's biggest public companies. TCS is also the second-largest IT services company in the world by revenue and the largest employer of women in India. The company provides services in areas including IT, consulting, and business solutions.
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