Role · Business PM
Data Engineer
Builds and maintains data pipelines and infrastructure; transforms raw data into usable formats; ensures data quality and availability
Impact Report — Data Engineer
_Domain: Business PM · Companies tracked: 733 · Aggregate signal score: 1,370,532_
Summary
The Data Engineer role surfaces across 733 of the companies under Naftiko coverage, with an aggregate signal score of 1,370,532 across all scoring categories. This report aggregates the top areas of investment, services, tools, and standards that companies are investing in for the Data Engineer function.
Top scoring categories
- Talent & Organizational Design — score
63,910 - Data — score
49,184 - Cloud — score
34,826 - Code — score
30,203 - Security — score
29,917 - Operations — score
29,378 - Governance — score
28,993 - Artificial Intelligence — score
28,778
Top areas of investment
CI, Active Directory, Artificial Intelligence, UI, Operational Technologies, ORM, BI, Electronic Data Interchange, Integrated Development Environments, Reinforcement Learning, Business, Support, Rich Internet Applications, C, Deep Learning
Most-adopted services
Adobe Campaign, WhatsApp, Pluralsight, Adobe Illustrator, Adobe Photoshop, PeopleSoft, Adobe Creative Cloud, Twitter, Instagram, Google Analytics
Most-adopted tools
Apache AGE, R, Angular, ClickHouse, React Native, Elasticsearch, PowerShell, Apache SpamAssassin, Semantic Kernel, Matplotlib
Standards in play
TCP/IP, Lean Manufacturing, Event Sourcing, Entity Relationship, Certificate Enrolment Protocols, Dependency Injection, Acceptance Criteria, HTTP, Equator Principles, Object-Oriented Programming
Top companies for this role
- JP Morgan Chase (match score
21) - EY (match score
21) - Citi (match score
21) - Salesforce (match score
21) - Bosch (match score
21) - Mastercard (match score
21) - Adobe (match score
21) - Range Resources (match score
21) - Barclays (match score
21) - Seaboard (match score
21)
_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 (733 total)
Adopt Adobe Campaign for the Data Engineer role
Treat Adobe Campaign as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt WhatsApp for the Data Engineer role
Treat WhatsApp as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Pluralsight for the Data Engineer role
Treat Pluralsight as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Adobe Illustrator for the Data Engineer role
Treat Adobe Illustrator as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Adobe Photoshop for the Data Engineer role
Treat Adobe Photoshop as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt PeopleSoft for the Data Engineer role
Treat PeopleSoft as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Adobe Creative Cloud for the Data Engineer role
Treat Adobe Creative Cloud as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Twitter for the Data Engineer role
Treat Twitter as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Instagram for the Data Engineer role
Treat Instagram as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Google Analytics for the Data Engineer role
Treat Google Analytics as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Photoshop for the Data Engineer role
Treat Photoshop as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt LinkedIn for the Data Engineer role
Treat LinkedIn as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Port for the Data Engineer role
Treat Port as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Bloomberg Intelligence for the Data Engineer role
Treat Bloomberg Intelligence as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Palo Alto Networks for the Data Engineer role
Treat Palo Alto Networks as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Crystal Reports for the Data Engineer role
Treat Crystal Reports as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Microsoft for the Data Engineer role
Treat Microsoft as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Sparx Enterprise Architect for the Data Engineer role
Treat Sparx Enterprise Architect as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Microsoft Entity Framework for the Data Engineer role
Treat Microsoft Entity Framework as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt SharePoint for the Data Engineer role
Treat SharePoint as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt GitHub for the Data Engineer role
Treat GitHub as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Azure Functions for the Data Engineer role
Treat Azure Functions as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt GitLab for the Data Engineer role
Treat GitLab as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Google Optimize for the Data Engineer role
Treat Google Optimize as a first-class signal for the Data Engineer role's workflows and operational practices.
Adopt Tradeweb for the Data Engineer role
Treat Tradeweb as a first-class signal for the Data Engineer role's workflows and operational practices.
Integrate Apache AGE into the Data Engineer toolchain
Wire Apache AGE into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate R into the Data Engineer toolchain
Wire R into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Angular into the Data Engineer toolchain
Wire Angular into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate ClickHouse into the Data Engineer toolchain
Wire ClickHouse into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate React Native into the Data Engineer toolchain
Wire React Native into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Elasticsearch into the Data Engineer toolchain
Wire Elasticsearch into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate PowerShell into the Data Engineer toolchain
Wire PowerShell into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Apache SpamAssassin into the Data Engineer toolchain
Wire Apache SpamAssassin into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Semantic Kernel into the Data Engineer toolchain
Wire Semantic Kernel into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Matplotlib into the Data Engineer toolchain
Wire Matplotlib into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Apache DolphinScheduler into the Data Engineer toolchain
Wire Apache DolphinScheduler into the Data Engineer toolchain to make it part of the role's daily working set.
Integrate Apache Ant into the Data Engineer toolchain
Wire Apache Ant into the Data Engineer toolchain to make it part of the role's daily working set.
Adopt TCP/IP as a Data Engineer standard
Establish TCP/IP as a baseline standard the Data Engineer role works against.
Adopt Lean Manufacturing as a Data Engineer standard
Establish Lean Manufacturing as a baseline standard the Data Engineer role works against.
Adopt Event Sourcing as a Data Engineer standard
Establish Event Sourcing as a baseline standard the Data Engineer role works against.
Adopt Entity Relationship as a Data Engineer standard
Establish Entity Relationship as a baseline standard the Data Engineer role works against.
Adopt Certificate Enrolment Protocols as a Data Engineer standard
Establish Certificate Enrolment Protocols as a baseline standard the Data Engineer role works against.
Adopt Dependency Injection as a Data Engineer standard
Establish Dependency Injection as a baseline standard the Data Engineer role works against.
Adopt Acceptance Criteria as a Data Engineer standard
Establish Acceptance Criteria as a baseline standard the Data Engineer role works against.
Adopt HTTP as a Data Engineer standard
Establish HTTP as a baseline standard the Data Engineer role works against.
Adopt Equator Principles as a Data Engineer standard
Establish Equator Principles as a baseline standard the Data Engineer role works against.
Adopt Object-Oriented Programming as a Data Engineer standard
Establish Object-Oriented Programming as a baseline standard the Data Engineer role works against.
- CI
- Active Directory
- Artificial Intelligence
- UI
- Operational Technologies
- ORM
- BI
- Electronic Data Interchange
- Integrated Development Environments
- Reinforcement Learning
- Business
- Support
- Rich Internet Applications
- C
- Deep Learning
- Wins
- Development
- Systems
- Design
- Data
- Technologies
- Tracs
- Operations
- Management
- Tests
- Performance
- Solutions
- ERP
- DNS, DHCP, and IP Address Management
- Communications
- Services
- Machine Learning
- Excels
- Organizations
- Graphical User Interfaces
- Tools
- Search
- Application Programming Interfaces
- Platforms
- Forms
- Trainings
- Media
- Leaderships
- Controls
- Strategies
- Products
- Requirements
- Safes
- Plannings
- Policies
- Educations
- Compliance
- Collaborations
- Deliveries
- Reportings
- Research
- Software
- Projects
- Learning
- Analysis
- Defis
- Security
- Sales
- Legal
- Communities
- Document Object Models
- Applications
- Travels
- Computes
- Innovation
- Processes
- Employment
- Marketing
- Functions
- Events
- Finances
- Engineering
- Efficiencies
- Mails
- Computer Aided Manufacturing
- Audits
- Executions
- Production
- Maintenance
- Implementations
- Computer Aided Design
- Safety
- Digitals
- Tasks
- Integrations
- Enterprises
- Codes
- Insights
- Certifications
- Analytics
- Webs
- Documentations
- Reviews
- Administration
- Customer Service
- Presentations
- Integrity
- Monitoring
- Automation
- Protection
- Contents
- UX
- Emails
- Tracking
- Updates
- Metrics
- Equipments
- Tainas
- Infrastructure
- Best Practices
- Words
- Workflows
- Accounting
- Feedback
- Meetings
- Assessments
- Distributions
- Documents
- Intelligence
- Revenues
- Valuations
- Administratives
- Governance
- Hirings
- Project Management
- Insurances
- Frameworks
- Ideas
- Continuous Improvements
- Productivity
- Clouds
- Markets
- Pipelines
- Accountability
- Evaluations
- Foundations
- Optimizations
- Flexibilities
- Reliabilities
- Voice
- Pricings
- Clients
- Databases
- Timelines
- Social
- Adobe Campaign
- Pluralsight
- Adobe Illustrator
- Adobe Photoshop
- PeopleSoft
- Adobe Creative Cloud
- Google Analytics
- Photoshop
- Port
- Bloomberg Intelligence
- Palo Alto Networks
- Crystal Reports
- Microsoft
- Sparx Enterprise Architect
- Microsoft Entity Framework
- SharePoint
- GitHub
- Azure Functions
- GitLab
- Google Optimize
- Tradeweb
- Veritas InfoScale
- Datadog
- Azure Log Analytics
- TeamCity
- Salesforce
- Adobe Creative Suite
- Microsoft Windows
- Youtube
- Unity
- Shell
- Oracle Cloud
- Microsoft Project
- Microsoft Office
- Salesforce Lightning
- Microsoft Visio
- Visio
- Google Drive
- Microsoft Edge
- Make
- Microsoft Endpoint Manager
- Circana
- ZoomInfo
- Microsoft Excel
- Google Forms
- Microsoft Teams
- HubSpot
- Azure DevOps
- Microsoft Power Automate
- IntelliJ IDEA
- Amazon Web Services
- Square
- Adobe Analytics
- ServiceNow
- New Relic
- Oracle Integration
- Azure Machine Learning
- Bloomberg Enterprise Data
- WebSphere
- Productiv
- Navision
- Red Hat
- SolarWinds
- Workday
- Teradata
- Salesforce Automation
- Microsoft Word
- Bloomberg AIM
- MailChimp
- Mastercard
- Dynatrace
- Bloomberg Economics
- Merge
- Google Apps Script
- Oracle E-Business Suite
- Microsoft Outlook
- Lightroom
- Adobe Launch
- SAP
- CloudFormation
- BigCommerce
- Cloudflare
- Microsoft PowerPoint
- Bitbucket
- Box
- Vantage
- Confluence
- Meta
- Google Sheets
- AutoCAD
- Power BI
- 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
- Semantic Kernel
- Matplotlib
- Apache DolphinScheduler
- Apache Ant
- Apache Spatial
- TensorFlow
- Terraform
- Ethereum
- Apache POI
- Apache SkyWalking
- Apache ORC
- Prometheus
- Pandas
- Kubeflow
- Apache Traffic Control
- Apache MINA
- NumPy
- Buildpacks
- Git
- jQuery
- Spring Boot
- Apache Flex
- Python
- SonarQube
- Lean
- Scala
- Apache Hop
- Consul
- PostgreSQL
- Apache NiFi
- Apache Aries
- Apache Traffic Server
- Kotlin
- Dex
- Perl
- SPIRE
- Spring Boot Admin Console
- React
- Apache Pivot
- Apache APR
- Apache Roller
- OpenTelemetry
- WordPress
- Spring Framework
- Spring
- Score
- Apache Streams
- Open Policy Agent
- Keycloak
- Lima
- Kafka Connect
- Kubernetes Operators
- Apache Rya
- Vite
- SOPS
- Apache Spark
- Argo
- Fluid
- Linux
- Apache Web Services
- Kubernetes
- Vitess
- Docker
- Elastic Stack
- Node.js
- Vue.js
- Elk Stack
- Elk
- C++
- Porter
- Apache SINGA
- C#
- Apache Hive
- Apache Storm
- werf
- Apache Drill
- Jenkins
- Rook
- Apache Phoenix
- Swift
- Apache Velocity
- PyTorch
- Apache Portals
- Chef
- Apache Kafka
- Apache FreeMarker
- Helm
- Ansible
- Apache Tcl
- Flux
- ORAS
- Hashicorp Vault
- TCP/IP
- Lean Manufacturing
- Event Sourcing
- Entity Relationship
- Certificate Enrolment Protocols
- Dependency Injection
- Acceptance Criteria
- HTTP
- Equator Principles
- Object-Oriented Programming
- Extreme Programming
- BLE
- Specification
- WebSockets
- SUPPORT.md
- SecOps
- OCI
- SPA
- REST
- NIO
- SSO
- CS
- ISO
- NIST
- Defense In Depth
- Scaled Agile
- SAFe Agile
- Standards
- Write Ahead Log
- AIS
- SECURITY.md
- Regulation
- Lean Management
- Regulatory
- Actor Model
- Standard Operating Procedures
- LICENSE.md
- Raft
- Protocol Buffers
- Event-driven Architecture
- Functional Programming
- Methodology
- CONTRIBUTING.md
- SQL
- Agile Methodology
- Agile
- MapReduce
- IAM
- SSL/TLS
- Enterprise Integration Patterns
- Integration Patterns
- RACI
- Quality Standards
- Templates
- OpenAPI
- Accounting Standards
- Internal Control Standards
- Technical Specifications
- Prototypes
- Data Models
- DevOps
- HTML
- Lean Six Sigma
- Standardization
- Use Cases
- Product Backlog
- Data Modeling
- SOA
- Service Oriented Architecture
- Reactive Programming
- Scrum
- Security Standards
- CODE_OF_CONDUCT.md
- SDLC
- Six Sigma
- XML
- Product Specifications
- OSHA
- Test Plans
- Software Development Lifecycle
- Consensus
- Software Development Life Cycle
- Design Standards
- ITSM
- ITIL
- Software Design Patterns
- Convention Over Configuration
- User Stories
- SSH
- Security Standards And Procedures
- FinOps
- Process Flow Diagrams
- GDPR
- Design Patterns
- Schema Validation
- RBAC
- DNS
- CITATION.cff
- ACID
This page aggregates Naftiko Signals data for the Data Engineer role across all 733 companies under coverage that exercise this role's vocabulary (services, tools, and standards). Aggregate signal score: 1,370,532.
Want to understand the methodology? See signals.naftiko.io.