Hightouch vs Zingg
Hightouch
hightouch.com
Zingg
zingg.aiSide by side
| Figure | Hightouch | Zingg |
|---|---|---|
| Price from | $350/mo | Free |
| Free plan | Yes | Yes |
| Free trial | Yes | — |
| Open source | — | Yes |
| Web | Yes | — |
| macOS | — | Yes |
| Linux | — | Yes |
| iOS | Yes | — |
| Android | Yes | — |
| API | Yes | Yes |
| Self-hosted | — | Yes |
| Plans published | 9 | 6 |
| Spec score · Identity Resolution Software | 9.2 (#1) | 8.1 (#4) |
| CLI | The ht command-line tool accesses resource definitions and triggers syncs from terminals or scripts. | The command-line interface runs labeling, training, matching and Python programs through zingg.sh. |
| Integrations | The integration catalog lists more than 300 sources, destinations and extensions, including Snowflake, BigQuery, Salesforce, HubSpot, Google Ads, Facebook Ads and Kafka. | Documented connectors include Databricks, Snowflake, Cassandra, S3, Azure, Elastic, Exasol, relational databases and Spark-supported sources. |
| Intended users | Hightouch says it serves enterprise marketing teams and is designed to help them activate customer data using AI and existing data infrastructure. | The maker describes Zingg as a tool for analytics engineers and data scientists to integrate data silos and build unified views at scale. |
| Rating on G2 | 4.6 out of 5 from 419 reviews. | No Zingg rating is displayed in the opened Data Stack Hub comparison, and that page does not state a review count. |
| Support | Composable CDP plans list dedicated expert support, and the pricing page describes dedicated Slack, a dedicated customer success manager, onboarding, and custom support SLAs. | The comparison page lists open source support for Community and enterprise grade support for both Enterprise editions. |
| What it does | Hightouch moves trusted warehouse data into operational tools, which it calls Reverse ETL. | Zingg uses machine learning and Spark to link duplicate or related records into unified entity identities for master-data and identity-resolution workflows. |
Plans
Hightouch
- FreeFree
- Self-servePriced on request
- Basic Reverse ETLFree
- FreeFree
- Starter$350 a month
- Pro$800 a month
- Agentic Marketing PlatformPriced on request
- BusinessPriced on request
- Composable CDPPriced on request
Zingg
- CommunityFree
- Community (Open Source)Free
- EnterprisePriced on request
- Enterprise LitePriced on request
- Zingg EnterprisePriced on request
- Zingg Enterprise LitePriced on request
In their own words
Zingg
Zingg is open-source, warehouse-native master data management software for resolving entities across data silos and building unified views. It is intended for analytics engineers and data scientists integrating sources at scale, and runs on Linux in a self-hosted environment. Users train the system by labeling 40–50 matching pairs from their own data. Matching combines machine learning with deterministic rules that can use identifiers such as email, SSN, and passport ID. Listed language matching covers Chinese, Japanese, Thai, Hindi, German, French, and Greek without language-specific setup. The Community, Enterprise Lite, and Enterprise editions support millions of records. Enterprise editions can run incrementally against previously matched data, and Enterprise also supports real-time architecture. ZINGG_ID is a persistent identifier assigned to new entities that remains stable across model and configuration changes. Zingg can also run within Snowflake as a Snowflake Container using Snowpark. Community costs nothing and includes batch processing, probabilistic matching, and open-source support.