dbt Semantic Layer vs Zoho DataPrep
dbt Semantic Layer
getdbt.com
Zoho DataPrep
zoho.comSide by side
| Figure | dbt Semantic Layer | Zoho DataPrep |
|---|---|---|
| Price from | $0.09/mo | Free |
| Free plan | Yes | Yes |
| Free trial | Yes | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| API | Yes | Yes |
| Plans published | 5 | 3 |
| Spec score · Data Preparation for Analytics | 8.9 (#5) | 7.2 (#14) |
| Access controls | The Semantic Layer applies access permissions and respects policies attached to the underlying warehouse credentials. | Security features include user management, audit logs, multi-factor authentication, and controls for PII/ePHI access and exports. |
| Founded | 2016 | 1996 |
| Headquarters | Oakland, California, United States | Austin, Texas, USA |
| Integrations | The product page says the Semantic Layer offers an API, the dbt MCP Server, and dozens of out-of-the-box integrations for BI, notebooks, spreadsheets, embedded analytics, and AI systems. | Zoho lists more than 70 data sources, including Zoho CRM, Zoho Analytics, Salesforce, Google Drive, OneDrive, and Snowflake. |
| Intended users | The product is presented for data teams seeking governed, consistent metrics for analytics, embedded applications, and AI use cases. | Zoho presents DataPrep for data analysts, business users, data engineers, and data scientists. |
| Purpose | The Semantic Layer centralizes metric definitions on dbt models and automatically handles data joins for consistent use across downstream tools and applications. | Zoho DataPrep is an AI-powered, no-code data preparation and ETL platform for connecting, cleaning, transforming, enriching, and moving data. |
| Support | The pricing page lists 24x5 support for Starter and priority support with SLAs for Enterprise. | Free-plan support includes email and user forums; Standard includes 8x5 email and phone support, while Enterprise is eligible for optional 24x5 premium email and phone support. |
Plans
dbt Semantic Layer
- DeveloperFree
- dbt State add-on$0.09 a month
- Starter$100 a month
- EnterprisePriced on request
- Enterprise+Priced on request
In their own words
dbt Semantic Layer
The dbt Semantic Layer centralizes metric definitions on dbt models and handles joins so downstream tools and applications can use metrics consistently. MetricFlow generates SQL at query time from semantic model and metric configurations. Teams define those models and metrics in YAML as version-controlled, lineage-aware code. MetricFlow can optimize joins, rewrite queries to reduce compute and latency, and cache repeated queries. The product offers an API, the dbt MCP Server and integrations for BI tools, notebooks, spreadsheets, embedded analytics and AI systems. GraphQL and JDBC APIs and a Python SDK provide ways to query metrics and dimensions; Claude and ChatGPT can connect to governed metrics through the MCP server. Documented warehouse platforms include Snowflake, BigQuery, Databricks and Redshift. Defining and querying metrics requires a dbt Starter or Enterprise-tier account, and single-tenant accounts need account-representative setup and enablement. Starter includes 5,000 queried metrics per month; Enterprise and Enterprise+ each include 20,000. Starter costs $100 a month per user. The free Developer plan does not list the Semantic Layer.
Zoho DataPrep
Zoho DataPrep is a cloud-based, no-code platform for preparing data and moving it through ETL workflows. It connects, cleans, transforms, enriches, and transfers data. Its preparation studio includes more than 250 transforms for reshaping and blending datasets. Ask Zia takes natural-language instructions, can create transformations, and can assist with pipeline scheduling. Zoho lists more than 70 data sources, including Zoho CRM, Salesforce, Google Drive, and Snowflake. Pipelines can run as often as hourly, and failed jobs can be backfilled. Imported and intermediate dataset rows both count toward monthly processed-row usage, which resets each billing cycle. The Free plan covers one user and 20,000 rows per month, with manual imports and exports only. It is available through web and API. Zoho lists a 15-day trial and paid plans from $40/mo (annual).