Role · Business PM
Data Architect
Designs and builds systems for collecting, processing and storing data for analysis
Impact Report — Data Architect
_Domain: Business PM · Companies tracked: 693 · Aggregate signal score: 1,353,836_
Summary
The Data Architect role surfaces across 693 of the companies under Naftiko coverage, with an aggregate signal score of 1,353,836 across all scoring categories. This report aggregates the top areas of investment, services, tools, and standards that companies are investing in for the Data Architect function.
Top scoring categories
- Talent & Organizational Design — score
62,954 - Data — score
48,716 - Cloud — score
34,588 - Code — score
29,738 - Security — score
29,591 - Operations — score
29,124 - Governance — score
28,567 - Artificial Intelligence — score
28,498
Top areas of investment
CI, Active Directory, Artificial Intelligence, UI, Operational Technologies, ORM, BI, Electronic Data Interchange, Integrated Development Environments, Reinforcement Learning, Business, Rich Internet Applications, Support, Systems, Wins
Most-adopted services
Adobe Campaign, WhatsApp, Pluralsight, Adobe Illustrator, Adobe Photoshop, PeopleSoft, Adobe Creative Cloud, Azure Functions, Twitter, Instagram
Most-adopted tools
Apache AGE, R, Angular, ClickHouse, React Native, Elasticsearch, PowerShell, Apache SpamAssassin, Apache Ant, Semantic Kernel
Standards in play
TCP/IP, Object-Oriented Programming, Lean Manufacturing, Event Sourcing, Entity Relationship, Certificate Enrolment Protocols, Dependency Injection, Acceptance Criteria, HTTP, Equator Principles
Top companies for this role
- Salesforce (match score
18) - General Motors (match score
18) - Energy Transfer (match score
18) - JP Morgan Chase (match score
17) - EY (match score
17) - Citi (match score
17) - Bosch (match score
17) - Mastercard (match score
17) - Adobe (match score
17) - Range Resources (match score
17)
_This narrative is generated from per-company job postings and press releases aggregated through the Naftiko Signals pipeline. The deterministic template will be replaced with an LLM-generated narrative when ANTHROPIC_API_KEY is configured._
Companies most associated with this role (693 total)
Adopt Adobe Campaign for the Data Architect role
Treat Adobe Campaign as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt WhatsApp for the Data Architect role
Treat WhatsApp as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Pluralsight for the Data Architect role
Treat Pluralsight as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Adobe Illustrator for the Data Architect role
Treat Adobe Illustrator as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Adobe Photoshop for the Data Architect role
Treat Adobe Photoshop as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt PeopleSoft for the Data Architect role
Treat PeopleSoft as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Adobe Creative Cloud for the Data Architect role
Treat Adobe Creative Cloud as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Azure Functions for the Data Architect role
Treat Azure Functions as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Twitter for the Data Architect role
Treat Twitter as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Instagram for the Data Architect role
Treat Instagram as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Google Analytics for the Data Architect role
Treat Google Analytics as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Photoshop for the Data Architect role
Treat Photoshop as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt LinkedIn for the Data Architect role
Treat LinkedIn as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Port for the Data Architect role
Treat Port as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Google Optimize for the Data Architect role
Treat Google Optimize as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Microsoft Entity Framework for the Data Architect role
Treat Microsoft Entity Framework as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Bloomberg Intelligence for the Data Architect role
Treat Bloomberg Intelligence as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Palo Alto Networks for the Data Architect role
Treat Palo Alto Networks as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Crystal Reports for the Data Architect role
Treat Crystal Reports as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt SharePoint for the Data Architect role
Treat SharePoint as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Microsoft for the Data Architect role
Treat Microsoft as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt GitHub for the Data Architect role
Treat GitHub as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Sparx Enterprise Architect for the Data Architect role
Treat Sparx Enterprise Architect as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt GitLab for the Data Architect role
Treat GitLab as a first-class signal for the Data Architect role's workflows and operational practices.
Adopt Tradeweb for the Data Architect role
Treat Tradeweb as a first-class signal for the Data Architect role's workflows and operational practices.
Integrate Apache AGE into the Data Architect toolchain
Wire Apache AGE into the Data Architect toolchain to make it part of the role's daily working set.
Integrate R into the Data Architect toolchain
Wire R into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Angular into the Data Architect toolchain
Wire Angular into the Data Architect toolchain to make it part of the role's daily working set.
Integrate ClickHouse into the Data Architect toolchain
Wire ClickHouse into the Data Architect toolchain to make it part of the role's daily working set.
Integrate React Native into the Data Architect toolchain
Wire React Native into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Elasticsearch into the Data Architect toolchain
Wire Elasticsearch into the Data Architect toolchain to make it part of the role's daily working set.
Integrate PowerShell into the Data Architect toolchain
Wire PowerShell into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Apache SpamAssassin into the Data Architect toolchain
Wire Apache SpamAssassin into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Apache Ant into the Data Architect toolchain
Wire Apache Ant into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Semantic Kernel into the Data Architect toolchain
Wire Semantic Kernel into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Matplotlib into the Data Architect toolchain
Wire Matplotlib into the Data Architect toolchain to make it part of the role's daily working set.
Integrate Apache DolphinScheduler into the Data Architect toolchain
Wire Apache DolphinScheduler into the Data Architect toolchain to make it part of the role's daily working set.
Adopt TCP/IP as a Data Architect standard
Establish TCP/IP as a baseline standard the Data Architect role works against.
Adopt Object-Oriented Programming as a Data Architect standard
Establish Object-Oriented Programming as a baseline standard the Data Architect role works against.
Adopt Lean Manufacturing as a Data Architect standard
Establish Lean Manufacturing as a baseline standard the Data Architect role works against.
Adopt Event Sourcing as a Data Architect standard
Establish Event Sourcing as a baseline standard the Data Architect role works against.
Adopt Entity Relationship as a Data Architect standard
Establish Entity Relationship as a baseline standard the Data Architect role works against.
Adopt Certificate Enrolment Protocols as a Data Architect standard
Establish Certificate Enrolment Protocols as a baseline standard the Data Architect role works against.
Adopt Dependency Injection as a Data Architect standard
Establish Dependency Injection as a baseline standard the Data Architect role works against.
Adopt Acceptance Criteria as a Data Architect standard
Establish Acceptance Criteria as a baseline standard the Data Architect role works against.
Adopt HTTP as a Data Architect standard
Establish HTTP as a baseline standard the Data Architect role works against.
Adopt Equator Principles as a Data Architect standard
Establish Equator Principles as a baseline standard the Data Architect role works against.
- CI
- Active Directory
- Artificial Intelligence
- UI
- Operational Technologies
- ORM
- BI
- Electronic Data Interchange
- Integrated Development Environments
- Reinforcement Learning
- Business
- Rich Internet Applications
- Support
- Systems
- Wins
- Deep Learning
- Tracs
- Development
- Technologies
- Operations
- Management
- Design
- Data
- Tests
- C
- ERP
- Communications
- Performance
- DNS, DHCP, and IP Address Management
- Services
- Excels
- Solutions
- Tools
- Machine Learning
- Application Programming Interfaces
- Graphical User Interfaces
- Search
- Forms
- Platforms
- Organizations
- Leaderships
- Trainings
- Policies
- Safes
- Media
- Products
- Controls
- Requirements
- Strategies
- Plannings
- Collaborations
- Compliance
- Deliveries
- Educations
- Reportings
- Projects
- Analysis
- Defis
- Security
- Legal
- Research
- Software
- Computes
- Learning
- Communities
- Applications
- Functions
- Sales
- Document Object Models
- Innovation
- Employment
- Travels
- Events
- Processes
- Efficiencies
- Audits
- Engineering
- Finances
- Computer Aided Manufacturing
- Executions
- Mails
- Production
- Maintenance
- Marketing
- Implementations
- Computer Aided Design
- Safety
- Integrations
- Enterprises
- Tasks
- Codes
- Insights
- Certifications
- Digitals
- Integrity
- Administration
- Analytics
- Presentations
- Reviews
- Documentations
- Monitoring
- Webs
- Automation
- Customer Service
- Metrics
- UX
- Tracking
- Tainas
- Updates
- Best Practices
- Protection
- Contents
- Infrastructure
- Workflows
- Emails
- Words
- Accounting
- Assessments
- Equipments
- Feedback
- Meetings
- Governance
- Documents
- Valuations
- Distributions
- Frameworks
- Revenues
- Hirings
- Intelligence
- Ideas
- Project Management
- Administratives
- Pipelines
- Accountability
- Continuous Improvements
- Optimizations
- Productivity
- Markets
- Evaluations
- Insurances
- Reliabilities
- Clouds
- Voice
- Flexibilities
- Architectures
- Pricings
- Foundations
- Databases
- Clients
- Timelines
- Adobe Campaign
- Pluralsight
- Adobe Illustrator
- Adobe Photoshop
- PeopleSoft
- Adobe Creative Cloud
- Azure Functions
- Google Analytics
- Photoshop
- Port
- Google Optimize
- Microsoft Entity Framework
- Bloomberg Intelligence
- Palo Alto Networks
- Crystal Reports
- SharePoint
- Microsoft
- GitHub
- Sparx Enterprise Architect
- GitLab
- Tradeweb
- Datadog
- Veritas InfoScale
- Adobe Creative Suite
- Salesforce
- Azure Log Analytics
- TeamCity
- Youtube
- Microsoft Windows
- Oracle Cloud
- Microsoft Project
- Unity
- Salesforce Lightning
- Shell
- Microsoft Office
- Microsoft Edge
- Microsoft Visio
- Visio
- Google Drive
- Microsoft Endpoint Manager
- ZoomInfo
- Circana
- Microsoft Excel
- Make
- Google Forms
- Microsoft Teams
- HubSpot
- Azure DevOps
- Amazon Web Services
- Microsoft Power Automate
- IntelliJ IDEA
- Square
- Adobe Analytics
- ServiceNow
- New Relic
- Azure Machine Learning
- Oracle Integration
- Bloomberg Enterprise Data
- Navision
- Productiv
- WebSphere
- Teradata
- Workday
- Salesforce Automation
- Red Hat
- Microsoft Word
- SolarWinds
- Bloomberg AIM
- MailChimp
- Mastercard
- Bloomberg Economics
- Dynatrace
- Merge
- Lightroom
- Microsoft Outlook
- Google Apps Script
- CloudFormation
- Oracle E-Business Suite
- Adobe Launch
- BigCommerce
- Cloudflare
- SAP
- Microsoft PowerPoint
- Box
- Bitbucket
- Confluence
- Vantage
- Meta
- Google Sheets
- Power BI
- AutoCAD
- Red Hat Ansible Automation Platform
- Ansible Automation Platform
- Google Maps
- GitHub Actions
- Microsoft Azure
- Apache AGE
- R
- Angular
- ClickHouse
- React Native
- Elasticsearch
- PowerShell
- Apache SpamAssassin
- Apache Ant
- Semantic Kernel
- Matplotlib
- Apache DolphinScheduler
- TensorFlow
- Terraform
- Apache Spatial
- Ethereum
- Apache POI
- Apache SkyWalking
- Apache ORC
- Pandas
- Prometheus
- Kubeflow
- Apache MINA
- NumPy
- Apache Traffic Control
- Spring Boot
- Buildpacks
- Git
- Apache Flex
- jQuery
- SonarQube
- Lean
- Scala
- Python
- Consul
- Apache Hop
- PostgreSQL
- Apache NiFi
- Apache Aries
- Apache Traffic Server
- Kotlin
- Dex
- Perl
- SPIRE
- React
- Spring Boot Admin Console
- Apache Pivot
- Apache APR
- Apache Roller
- OpenTelemetry
- Spring Framework
- Spring
- Score
- WordPress
- Apache Streams
- Open Policy Agent
- Kubernetes Operators
- Keycloak
- Kafka Connect
- Lima
- Apache Rya
- Vite
- SOPS
- Apache Spark
- Argo
- Fluid
- Apache Web Services
- Linux
- Kubernetes
- Vitess
- Docker
- Node.js
- Elastic Stack
- Vue.js
- Elk Stack
- Elk
- C++
- C#
- Porter
- Apache SINGA
- Apache Storm
- Apache Hive
- werf
- Apache Drill
- Jenkins
- Apache Velocity
- Rook
- Swift
- Apache Phoenix
- PyTorch
- Apache Portals
- Chef
- Apache Kafka
- Apache FreeMarker
- Ansible
- Helm
- Apache Tcl
- Flux
- Hashicorp Vault
- Vault
- TCP/IP
- Object-Oriented Programming
- Lean Manufacturing
- Event Sourcing
- Entity Relationship
- Certificate Enrolment Protocols
- Dependency Injection
- Acceptance Criteria
- HTTP
- Equator Principles
- BLE
- WebSockets
- Extreme Programming
- Specification
- SUPPORT.md
- SecOps
- OCI
- NIO
- SPA
- SSO
- REST
- ISO
- CS
- NIST
- Scaled Agile
- Defense In Depth
- SAFe Agile
- Standards
- AIS
- SECURITY.md
- Write Ahead Log
- Regulation
- Lean Management
- Regulatory
- Actor Model
- Standard Operating Procedures
- LICENSE.md
- Raft
- Protocol Buffers
- Event-driven Architecture
- Methodology
- Functional Programming
- CONTRIBUTING.md
- SQL
- IAM
- Agile Methodology
- Agile
- MapReduce
- SSL/TLS
- Enterprise Integration Patterns
- Integration Patterns
- RACI
- Quality Standards
- Templates
- OpenAPI
- Accounting Standards
- Internal Control Standards
- Technical Specifications
- Data Models
- DevOps
- Prototypes
- Standardization
- Lean Six Sigma
- HTML
- Use Cases
- Product Backlog
- Data Modeling
- SOA
- Service Oriented Architecture
- Scrum
- Security Standards
- Reactive Programming
- SDLC
- Test Plans
- Six Sigma
- XML
- CODE_OF_CONDUCT.md
- Product Specifications
- Software Development Lifecycle
- Consensus
- OSHA
- Software Development Life Cycle
- Design Standards
- ITSM
- ITIL
- Software Design Patterns
- User Stories
- Convention Over Configuration
- SSH
- Security Standards And Procedures
- Process Flow Diagrams
- GDPR
- Design Patterns
- FinOps
- Schema Validation
- RBAC
- DNS
- CITATION.cff
- ACID
This page aggregates Naftiko Signals data for the Data Architect role across all 693 companies under coverage that exercise this role's vocabulary (services, tools, and standards). Aggregate signal score: 1,353,836.
Want to understand the methodology? See signals.naftiko.io.