dbt

dbt

dbt Labs
5.0 out of 5 stars
HighByte Intelligence Hub dbt

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HighByte Intelligence Hub:

About

HighByte Intelligence Hub is a DataOps software solution purpose-built for industrial data. The Intelligence Hub enables manufacturers to securely collect, model, and stream industrial datasets to and from IT systems without writing or maintaining code. The software is deployed at the Edge to merge real-time, transactional, and time-series data into a single payload for consuming applications. With the Intelligence Hub, users can speed system integration time, rapidly leverage contextualized data for analytics, ML, and AI agents, and govern data standards across the enterprise. HighByte Intelligence Hub provides the critical data infrastructure for Industry 4.0. HighByte Intelligence Hub is a software solution that solves data architecture and integration problems at scale for industrial operations. The Intelligence Hub combines Edge operations, advanced data contextualization, and the ability to deliver unique and specific data to multiple end applications in a code-free solution.
dbt:

About

dbt helps data teams transform raw data into trusted, analysis-ready datasets faster. With dbt, data analysts and data engineers can collaborate on version-controlled SQL models, enforce testing and documentation standards, lean on detailed metadata to troubleshoot and optimize pipelines, and deploy transformations reliably at scale. Built on modern software engineering best practices, dbt brings transparency and governance to every step of the data transformation workflow. Thousands of companies, from startups to Fortune 500 enterprises, rely on dbt to improve data quality and trust as well as drive efficiencies and reduce costs as they deliver AI-ready data across their organization. Whether you’re scaling data operations or just getting started, dbt empowers your team to move from raw data to actionable analytics with confidence.
HighByte Intelligence Hub:

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Not Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
dbt:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
HighByte Intelligence Hub:

Audience

Medium to large manufacturers
dbt:

Audience

SQL users looking for a ETL solution to engineer data transformations
HighByte Intelligence Hub:

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported
dbt:

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported
HighByte Intelligence Hub:

API

Offers API Supported
dbt:

API

Offers API Not Supported
HighByte Intelligence Hub:

Screenshots and Videos

dbt:

Screenshots and Videos

HighByte Intelligence Hub:

Pricing

18,500 per year
HighByte Intelligence Hub is available as an annual subscription. All licenses include unlimited data models and pipelines as well as premium features like High Availability, PI System integration, the embedded MQTT Broker, UNS Client, REST Data Server, and MCP Services. Your license also includes access to version upgrades, beta releases, product documentation, and technical support throughout the subscription term.
Free Version Not Supported
Free Trial Supported
dbt:

Pricing

$100 per user/ month
Free Version Supported
Free Trial Supported
HighByte Intelligence Hub:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
dbt:

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 4.8 / 5
design 4.8 / 5
support 4.2 / 5
dbt:

Pros & Cons from Real Users

Pros

  • Ease of use and Features. Easy to setup, integrate, and get started quickly Less maintenance Out of the box CI/CD integration with Git Easy to learn.
  • - Credential and version management is offloaded to the cloud - Simple-to-use orchestration - Seamless state management - Integrated documentation and lineage - Collaborative development experience - Native CI/CD integration - Centralized logging and observability - Enterprise-grade access control and auditability - Easy environment management - Rapid onboarding for new users
  • We use dbt for our data transformations. It's been a game changer from a Data Engineering and Analytics Engineering standpoint. It has accelerated our migration from legacy systems and made our pipelines 80% faster. We have increased visibility in our projects, a catalog and many other data quality indicators.
  • dbt has been one of the most transformative tools in my data career. It gives teams a clean, maintainable way to translate business logic into reliable, production-grade data models. It standardizes the entire development lifecycle — modeling, testing, documentation, version control, CI/CD, and lineage — in a way that allows analytics engineers and data engineers to work with clarity and confidence. It’s the backbone of our governed analytics strategy. Exceptional developer workflow: Modular SQL, version control, built-in testing, documentation, and macros allow us to scale complex business logic with consistency and reliability. Scales with organizational change: dbt has allowed us to redesign core product and customer analytics with patterns that are resilient to future product launches and schema changes.

Cons

  • Limited product Usage metrics. Product usage insights/Metrics can be better. Metrics around AI usage by developers with in the product will help.
  • - Individual capabilities are not as robust as dedicated tools. for example, orchestration is simple to use but lacks the flexibility, customization, and advanced scheduling logic of dedicated orchestrators
  • I think that the pricing model can easily become a barrier. The cost per model run is a terrible bottleneck for us and affects our capacity to architect following best practices.
  • dbt IDE could be more flexible with Git operations. Advanced users would benefit from features like git stash, more granular branch management, and better conflict-resolution tools directly in the IDE. This would remove friction during rapid iteration or when working across multiple branches. More built-in patterns for complex incremental modeling would be helpful for teams dealing with very high data volumes and dynamic product schemas.
HighByte Intelligence Hub:

Training

Documentation Supported
Webinars Supported
Live Online Supported
In Person Not Supported
dbt:

Training

Documentation Supported
Webinars Supported
Live Online Supported
In Person Supported
HighByte Intelligence Hub:

Company Information

HighByte
Founded: 2018
United States
www.highbyte.com
dbt:

Company Information

dbt Labs
Founded: 2016
United States
www.getdbt.com
HighByte Intelligence Hub:

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HighByte Intelligence Hub:

Categories

Data Cleansing Supported
Data Management Supported
Data Quality Supported
DataOps Supported
ETL Supported
Integration Supported
dbt:

Categories

Big Data Supported
Data Catalog Supported
Data Engineering Supported
Data Integration Supported
Data Lineage Supported
Data Modeling Supported
Data Pipeline Supported
Data Preparation Supported
Data Quality Supported
DataOps Supported
ETL Supported
Semantic Layer Supported
HighByte Intelligence Hub:

Data Quality Features

Address Validation Not Supported
Data Deduplication Not Supported
Data Discovery Supported
Data Profililng Not Supported
Master Data Management Supported
Match & Merge Not Supported
Metadata Management Supported

ETL Features

Data Analysis Not Supported
Data Filtering Supported
Data Quality Control Supported
Job Scheduling Not Supported
Match & Merge Not Supported
Metadata Management Supported
Non-Relational Transformations Supported
Version Control Supported

Data Cleansing Features

Address/ZIP Code Cleaning Not Supported
Charting Not Supported
Data Consolidation / ETL Supported
Data Mapping Supported
Multi Data Format Support Supported
Phone/Email Validation Not Supported
Raw Data Ingestion Supported
Sample Testing Supported
Validation / Matching / Reconciliation Not Supported

Data Management Features

Customer Data Not Supported
Data Analysis Not Supported
Data Capture Supported
Data Integration Supported
Data Migration Supported
Data Quality Control Supported
Data Security Supported
Information Governance Supported
Master Data Management Supported
Match & Merge Not Supported

Integration Features

Dashboard Not Supported
ETL - Extract / Transform / Load Supported
Metadata Management Supported
Multiple Data Sources Supported
Web Services Supported

Manufacturing Intelligence Features

Aggregation Supported
Analysis Not Supported
Contextualization Supported
KPIs Not Supported
Propagation Supported
Visualization Not Supported
dbt:

ETL Features

Data Analysis Not Supported
Data Filtering Supported
Data Quality Control Supported
Job Scheduling Not Supported
Match & Merge Not Supported
Metadata Management Not Supported
Non-Relational Transformations Not Supported
Version Control Not Supported

Big Data Features

Collaboration Supported
Data Blends Not Supported
Data Cleansing Supported
Data Mining Not Supported
Data Visualization Not Supported
Data Warehousing Not Supported
High Volume Processing Not Supported
No-Code Sandbox Not Supported
Predictive Analytics Not Supported
Templates Not Supported

Data Lineage Features

Database Change Impact Analysis Supported
Filter Lineage Links Supported
Implicit Connection Discovery Not Supported
Lineage Object Filtering Not Supported
Object Lineage Tracing Not Supported
Point-in-Time Visibility Not Supported
User/Client/Target Connection Visibility Not Supported
Visual & Text Lineage View Not Supported

Data Preparation Features

Collaboration Tools Supported
Data Access Not Supported
Data Blending Supported
Data Cleansing Supported
Data Governance Not Supported
Data Mashup Not Supported
Data Modeling Not Supported
Data Transformation Not Supported
Machine Learning Not Supported
Visual User Interface Not Supported
HighByte Intelligence Hub:

Integrations

Databricks Supported
Snowflake Supported
Analytify AI Not Supported
Apache Ossie Not Supported
Blotout Not Supported
DQOps Not Supported
Datafold Not Supported
Dosi Not Supported
Google Cloud Platform Supported
Meltano Not Supported
Metaplane Not Supported
Microsoft Azure Supported
OpenMetadata Not Supported
Pantomath Not Supported
Paradime Not Supported
PopSQL Not Supported
Seekwell Not Supported
Select Star Not Supported
Sifflet Not Supported
Snowflake CoCo Not Supported
dbt:

Integrations

Databricks Supported
Snowflake Supported
Analytify AI Supported
Apache Ossie Supported
Blotout Supported
DQOps Supported
Datafold Supported
Dosi Supported
Google Cloud Platform Not Supported
Meltano Supported
Metaplane Supported
Microsoft Azure Not Supported
OpenMetadata Supported
Pantomath Supported
Paradime Supported
PopSQL Supported
Seekwell Supported
Select Star Supported
Sifflet Supported
Snowflake CoCo Supported
HighByte Intelligence Hub:
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Claim HighByte Intelligence Hub and update features and information
dbt:
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Claim dbt and update features and information