TELEMETRY: ONLINE|ACTIVE AI/DATA JOBS: 6,025
S&P 500 COVERAGE: 508 FIRMS
V87
VECTOR87

Data & AI Market Direction

ROLE PROFILE & MARKET DEMANDData EngineeringTrack: ICCZ Sample: 1 positions

Data Architect

The Data Architect designs the structural blueprint for enterprise data: defining how information flows from operational systems through analytical tiers to end consumers. They establish standards for data modeling, platform selection, security, and governance across the company.

Active Postings
171
in current telemetry snapshot
S&P 500 Share
45%
77 S&P 500 positions
Senior+ Tier
100%
Senior, Lead, Staff & Exec
Remote Tolerance
3.2%
remote / hybrid friendly
Current Headcount
3,610
estimated occupied team seats
Hiring Velocity
+4.7%
open jobs vs team size
//What this role looks like in practice

The Data Architect designs the structural blueprint for enterprise data: defining how information flows from operational systems through analytical tiers to end consumers. They establish standards for data modeling, platform selection, security, and governance across the company.

The position requires deep familiarity with modern architectural patterns: distributed lakehouses (Databricks, Apache Iceberg), cloud warehouses (BigQuery, Snowflake), and data contracts. An effective architect explains technical trade-offs clearly to both engineering leads and executive boards.

Core Domain Competencies

Methodologies & technical foundations (% penetration)

Python46.2% (79 positions)
LLM / Large Language Models35.7% (61 positions)
SQL26.3% (45 positions)
AI Agents / Agentic AI25.7% (44 positions)
Excel19.9% (34 positions)
Data Governance & Quality17% (29 positions)
GenAI / Generative AI16.4% (28 positions)
RAG (Retrieval-Augmented Generation)10.5% (18 positions)
Platforms, Frameworks & Tooling

Infrastructure & tooling demanded in job specs (% penetration)

Microsoft Azure32.7% (56 positions)
AWS↗32.2% (55 positions)
Databricks↗29.8% (51 positions)
MLOps / Evals & Observability27.5% (47 positions)
Google Cloud Platform26.3% (45 positions)
Apache Spark15.2% (26 positions)
Snowflake↗15.2% (26 positions)
Hugging Face Transformers6.4% (11 positions)

Seniority Level Breakdown

Corporate hierarchy distribution

Junior / Entry0%
Mid0%
Senior0%
Staff / Principal97.1%
Lead / Manager1.2%
Executive1.8%

Top Hiring Enterprises

Leading corporations posting this role

  • Databricks34 positions
  • Anthropic27 positions
  • OpenAI21 positions
  • Teledyne Technologies4 positions
  • Stripe4 positions
  • Nvidia4 positions

S&P 500 Sector Distribution

Industry sectors generating the highest hiring demand

  • Information Technology22.1%
  • Financials19.5%
  • Health Care16.9%
  • Industrials14.3%
  • Consumer Staples9.1%
03 // LIVE ATS SPECIMENS

Live Enterprise Job Postings

Sample of active postings directly from corporate ATS boards

8 active openings
Lennox InternationalS&P 500US

Lead Architect - Data Network

Seniority tier: Staff / Principal
Willis Towers WatsonS&P 500UK

Data Architect

Seniority tier: Staff / Principal
Phillips 66S&P 500US

Director, Data Architecture

Seniority tier: Executive
VeraltoS&P 500US

Senior Data Architect

Seniority tier: Staff / Principal
West Pharmaceutical ServicesS&P 500US

Principal Solution Architect - Reporting & Analytics

Seniority tier: Staff / Principal
Visa Inc.S&P 500USHybrid

Software/Solutions Architect – AI & Software Architecture, Visa Consulting and Analytics (VCA) — Tech Practice

Seniority tier: Staff / Principal
Teledyne TechnologiesS&P 500US

Data Architect (US Citizenship Required)

Seniority tier: Staff / Principal
Domino'sS&P 500US

Lead Data Architect

Seniority tier: Staff / Principal
04 // BRIDGING THE SKILL GAP

Recommended Skill Tracks & Certifications

Curated programs on Coursera, DataCamp and cloud providers aligned with these role requirements

Explore Full Academy ↗
Coursera2-3 months (6 hrs/week)

Google Cloud Professional Data Engineer Specialization

Official curriculum by Google Cloud covering large-scale data processing with BigQuery, streaming pipelines with Dataflow, and modern lakehouse architecture.

BigQueryGCPDataflowDataprocPub/Sub
DataCamp60 hours hands-on

Data Engineer with Python Career Track

Interactive, browser-based coding track covering robust data pipelines, PostgreSQL, unit testing, software design patterns for data, and PySpark fundamentals.

PythonSQLGitDockerPySpark
DeepLearning.AI3 weeks (5 hrs/week)

Generative AI with Large Language Models

Created by Andrew Ng and AWS: practical engineering foundations of transformer architectures, pre-training, instruction fine-tuning, and alignment evaluation in production.

LLMGenAIFine-TuningRLHFPEFT/LoRA
CERTIFICATIONDatabricks

Databricks Certified Data Engineer Professional

Validates mastery of streaming, batch ETL, Unity Catalog governance, and production Lakehouse architectures with Delta Lake and Spark.

Delta LakeApache SparkDatabricks SQLLakehouseUnity Catalog

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