Senior Data Architect

#LI-Onsite 

Who We Are

THIS IS AN ONSITE POSITION in Austin, TX

2K is headquartered in Novato, California and is a wholly owned label of Take-Two Interactive Software, Inc. (NASDAQ: TTWO). Founded in 2005, 2K Games is a global video game company, publishing titles developed by some of the most influential game development studios in the world. Our studios responsible for developing 2K’s portfolio of world-class games across multiple platforms, include Visual Concepts, Firaxis, Hangar 13, CatDaddy, Cloud Chamber, 31st Union, HB Studios, and 2K SportsLab. Our portfolio of titles is expanding due to our global strategic plan, building and acquiring exciting studios whose content continues to inspire all of us! 2K publishes titles in today’s most popular gaming genres, including sports, shooters, action, role-playing, strategy, casual, and family entertainment.

Our team of engineers, marketers, artists, writers, data scientists, producers, thinkers and doers, are the professional publishing stewards of 2K’s portfolio currently includes several AAA, sports and entertainment brands, including global powerhouse NBA®️ 2K,  renowned BioShock®️, Borderlands®️, Mafia, Sid Meier’s Civilization®️ and XCOM®️ brands; popular WWE®️ 2K and WWE®️ SuperCard franchises, TopSpin 2K25, as well as the critically and commercially acclaimed PGA TOUR®️ 2K.

At 2K, we pride ourselves on creating an inclusive work environment, which means encouraging our teams to Come as You Are and do your best work! We encourage ALL applicants to explore our global positions, even if they don’t meet every requirement for the role.  If you're interested in the job and think you have what it takes to work at 2K, we encourage you to apply!

What you need

• 7+ years working with data governance platforms (Collibra, Informatica Axon, DataHub) and enterprise governance operating models.
• 5+ years designing data architectures and data models for analytics/ML.
• Proven experience delivering data quality, lineage, and metadata management at scale.
• Bachelor’s or Master’s in Engineering, Computer Science, Mathematics, or related field.
• Deep expertise in data modeling (Kimball, Inmon, Data Vault).
• Strong Python skills, including structured project design and APIs/services with Flask.
• Expert SQL across Snowflake and Databricks.
• Hands-on experience with big data and orchestration tools (Hive, Spark, Airflow).
• Streaming technologies experience (Kafka or Kinesis).
• Practical Databricks capabilities (Unity Catalog, Delta Lake, MLflow) and solid MLOps practices (CI/CD, model registry, monitoring).
• Cloud experience across AWS/Azure/GCP, with strong AWS exposure preferred.
• Robust automated testing for data pipelines (unit/integration).
• Strong knowledge of privacy, regulatory, and audit frameworks (GDPR, CCPA, COPPA, SOX).
• Experience in regulated/high-compliance industries (Gaming, Finance, Healthcare).
• Excellent stakeholder management, problem-solving, and cross-functional communication with the ability to influence without authority.

What you will do

Technology, Architecture & Platforms

• Evolve our lakehouse/analytics reference architecture across AWS, Snowflake, and Databricks (Delta Lake, Unity Catalog) for scale, cost, and reliability.
• Standardize Databricks workspaces—cluster policies, repos/CI/CD, secrets, cost guardrails, and operational SLAs.
• Implement MLOps with MLflow, a feature store, versioned data/code, automated CI/CD, and model promotion/rollback across environments.
• Enforce security-by-default—IAM/SSO, RBAC, encryption, tokenization, and PII protection across platforms.
• Build reliable ingestion, transformation, and services (Python/Flask, Spark, Airflow/Databricks Jobs) with tests, observability, and SLAs.
• Integrate data/ML platforms with game analytics, CDP, personalization, and real-time streams via Kafka/Kinesis; coach teams on best practices.

Data Trust & Governance

• Establish enterprise policies, standards, ownership/stewardship, and decision forums; drive adoption through enablement and training.
• Define classification, retention, and lifecycle; enforce RBAC and encryption for sensitive player data.
• Operate metadata and catalog (DataHub/Atlan/Informatica) to deliver end‑to‑end lineage, impact analysis, and discoverability.
  Align key metrics, definitions, and a central glossary across studios; publish and maintain canonical KPIs.
• Implement data quality rules with profiling, monitoring, and remediation workflows governed by SLAs.
• Ensure GDPR/CCPA/COPPA/SOX compliance; operationalize DSAR/Right‑to‑be‑Forgotten and partner with Legal/Security on audits and risk.

Data Modeling

• Lead conceptual, logical, and physical models for player, gameplay, commerce, and marketing; select Kimball/Inmon/Hybrid as appropriate.
• Deliver performant star schemas, conformed dimensions, SCDs, and data contracts in Snowflake/Databricks; govern naming, versioning, and lineage.

As an equal opportunity employer, we are committed to ensuring that qualified individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform their essential job functions, and to receive other benefits and privileges of employment.  Please contact us if you need reasonable accommodation.

Please note that 2K Games and its studios never uses instant messaging apps or personal email accounts to contact prospective employees or conduct interviews and when emailing, only use 2K.com accounts.