# Top 10 IBM Databand Alternatives &amp; Competitors
**Average Rating:** 4.3/5
**Total Number of Reviews:** 66
Research alternative solutions to IBM Databand on G2, with real user reviews on competing tools. Data Observability Software is a widely used technology, and many people are seeking sophisticated, easily administered software solutions with ai text generation. Other important factors to consider when researching alternatives to IBM Databand include integrations and user interface. The best overall IBM Databand alternative is Monte Carlo. Other similar apps like IBM Databand are Alteryx, Tableau, Domo, and Qlik Sense. IBM Databand alternatives can be found in [Data Observability Software](https://www.g2.com/categories/data-observability) but may also be in [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) or [AI Agent Observability Software](https://www.g2.com/categories/ai-agent-observability).


## Best Paid &amp; Free Alternatives to IBM Databand
  - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews)
  - [Alteryx](https://www.g2.com/products/alteryx/reviews)
  - [Tableau](https://www.g2.com/products/tableau/reviews)
  - [Domo](https://www.g2.com/products/domo/reviews)
  - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews)
  - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews)
  - [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews)
  - [OWOX](https://www.g2.com/products/owox/reviews)
  - [DemandTools](https://www.g2.com/products/demandtools/reviews)
  - [Mezmo](https://www.g2.com/products/mezmo/reviews)

## Top 10 Alternatives to IBM Databand Recently Reviewed By G2 Community
Browse options below. Based on reviewer data, you can see how IBM Databand stacks up to the competition, check reviews from current &amp; previous users in industries like Information Technology and Services, Computer &amp; Network Security, and Telecommunications, and find the best product for your business.


  ### 1. [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews)
By Monte Carlo
**Average Rating:** 4.3/5
**Total Reviews:** 524
Monte Carlo is the first end-to-end solution to prevent broken data pipelines. Monte Carlo’s solution delivers the power of data observability, giving data engineering and analytics teams the ability to solve the costly problem of data downtime.


Reviewers say compared to IBM Databand, Monte Carlo is:
- Easier to do business with
- Easier to admin
- Better at support
Categories in common with IBM Databand: [Data Observability](https://www.g2.com/categories/data-observability)

**Compare:** [IBM Databand vs Monte Carlo](https://www.g2.com/compare/ibm-databand-vs-monte-carlo)
**Compare Monte Carlo with other alternatives:**
- [Monte Carlo vs Alteryx](https://www.g2.com/compare/alteryx-vs-monte-carlo)
- [Monte Carlo vs Tableau](https://www.g2.com/compare/monte-carlo-vs-tableau)
- [Monte Carlo vs Domo](https://www.g2.com/compare/domo-vs-monte-carlo)
- [Monte Carlo vs Qlik Sense](https://www.g2.com/compare/monte-carlo-vs-qlik-sense)
- [Monte Carlo vs SAS Viya](https://www.g2.com/compare/monte-carlo-vs-sas-sas-viya)
- [Monte Carlo vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-monte-carlo)
- [Monte Carlo vs OWOX](https://www.g2.com/compare/monte-carlo-vs-owox)
- [Monte Carlo vs DemandTools](https://www.g2.com/compare/demandtools-vs-monte-carlo)
- [Monte Carlo vs Mezmo](https://www.g2.com/compare/mezmo-vs-monte-carlo)

  ### 2. [Alteryx](https://www.g2.com/products/alteryx/reviews)
By Alteryx
**Average Rating:** 4.6/5
**Total Reviews:** 859
Alteryx drives transformational business outcomes through unified analytics, data science, and process automation.


Reviewers say compared to IBM Databand, Alteryx is:
- Easier to do business with
- Easier to admin
- Better at meeting requirements
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs Alteryx](https://www.g2.com/compare/alteryx-vs-ibm-databand)
**Compare Alteryx with other alternatives:**
- [Alteryx vs Monte Carlo](https://www.g2.com/compare/alteryx-vs-monte-carlo)
- [Alteryx vs Tableau](https://www.g2.com/compare/alteryx-vs-tableau)
- [Alteryx vs Domo](https://www.g2.com/compare/alteryx-vs-domo)
- [Alteryx vs Qlik Sense](https://www.g2.com/compare/alteryx-vs-qlik-sense)
- [Alteryx vs SAS Viya](https://www.g2.com/compare/alteryx-vs-sas-sas-viya)
- [Alteryx vs HubSpot Data Hub](https://www.g2.com/compare/alteryx-vs-hubspot-data-hub)
- [Alteryx vs OWOX](https://www.g2.com/compare/alteryx-vs-owox)
- [Alteryx vs DemandTools](https://www.g2.com/compare/alteryx-vs-demandtools)
- [Alteryx vs Mezmo](https://www.g2.com/compare/alteryx-vs-mezmo)

  ### 3. [Tableau](https://www.g2.com/products/tableau/reviews)
By Salesforce
**Average Rating:** 4.4/5
**Total Reviews:** 3,712
Turn data into action at scale with human and agent collaboration. AND Scale data-driven insights with complete operational confidence. AND Deploy visual, self-service analytics with unmatched control and flexibility.


Reviewers say compared to IBM Databand, Tableau is:
- Easier to do business with
- Easier to admin
- Better at meeting requirements
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs Tableau](https://www.g2.com/compare/ibm-databand-vs-tableau)
**Compare Tableau with other alternatives:**
- [Tableau vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-tableau)
- [Tableau vs Alteryx](https://www.g2.com/compare/alteryx-vs-tableau)
- [Tableau vs Domo](https://www.g2.com/compare/domo-vs-tableau)
- [Tableau vs Qlik Sense](https://www.g2.com/compare/qlik-sense-vs-tableau)
- [Tableau vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-tableau)
- [Tableau vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-tableau)
- [Tableau vs OWOX](https://www.g2.com/compare/owox-vs-tableau)
- [Tableau vs DemandTools](https://www.g2.com/compare/demandtools-vs-tableau)
- [Tableau vs Mezmo](https://www.g2.com/compare/mezmo-vs-tableau)

  ### 4. [Domo](https://www.g2.com/products/domo/reviews)
By Domo
**Average Rating:** 4.3/5
**Total Reviews:** 1,013
Domo is a cloud-native data experience platform that empowers organizations to connect, visualize, and analyze data from diverse sources in real-time. Designed for both technical and non-technical users, Domo facilitates data-driven decision-making across all levels of an organization by providing intuitive dashboards, AI-powered insights, and customizable visualizations. Its scalable architecture ensures seamless integration with existing cloud and on-premise systems, enabling businesses to optimize processes and drive actionable outcomes efficiently. Key Features and Functionality: - Data Integration: Connects with over 1,000 pre-built connectors, allowing seamless access to various data systems, including CRM, ERP, and cloud databases. - Business Intelligence &amp; Analytics: Offers intuitive tools for creating dynamic dashboards, reports, and visualizations, making complex analytics accessible to all teams. - AI and Predictive Insights: Leverages machine learning capabilities to provide predictive analytics and actionable recommendations based on real-time data. - App Creation: Enables the development of custom, low-code, and pro-code business applications that automate processes and streamline decision-making. - Security &amp; Governance: Provides robust data governance tools, including personalized data permissions, custom user roles, and compliance with standards like GDPR and HIPAA. Primary Value and Solutions: Domo addresses the challenge of fragmented data by unifying information from multiple sources into a single platform, enabling organizations to gain comprehensive insights and make informed decisions swiftly. Its user-friendly interface democratizes data access, allowing teams to collaborate effectively using real-time information. By integrating AI-powered analytics and customizable applications, Domo helps businesses optimize operations, identify trends, and drive growth, all while maintaining stringent security and governance standards.


Reviewers say compared to IBM Databand, Domo is:
- Easier to do business with
- Easier to admin
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs Domo](https://www.g2.com/compare/domo-vs-ibm-databand)
**Compare Domo with other alternatives:**
- [Domo vs Monte Carlo](https://www.g2.com/compare/domo-vs-monte-carlo)
- [Domo vs Alteryx](https://www.g2.com/compare/alteryx-vs-domo)
- [Domo vs Tableau](https://www.g2.com/compare/domo-vs-tableau)
- [Domo vs Qlik Sense](https://www.g2.com/compare/domo-vs-qlik-sense)
- [Domo vs SAS Viya](https://www.g2.com/compare/domo-vs-sas-sas-viya)
- [Domo vs HubSpot Data Hub](https://www.g2.com/compare/domo-vs-hubspot-data-hub)
- [Domo vs OWOX](https://www.g2.com/compare/domo-vs-owox)
- [Domo vs DemandTools](https://www.g2.com/compare/demandtools-vs-domo)
- [Domo vs Mezmo](https://www.g2.com/compare/domo-vs-mezmo)

  ### 5. [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews)
By Qlik
**Average Rating:** 4.4/5
**Total Reviews:** 930
Qlik Sense is a revolutionary self-service data visualization and discovery application designed for individuals, groups and organizations.


Reviewers say compared to IBM Databand, Qlik Sense is:
- Easier to do business with
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs Qlik Sense](https://www.g2.com/compare/ibm-databand-vs-qlik-sense)
**Compare Qlik Sense with other alternatives:**
- [Qlik Sense vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-qlik-sense)
- [Qlik Sense vs Alteryx](https://www.g2.com/compare/alteryx-vs-qlik-sense)
- [Qlik Sense vs Tableau](https://www.g2.com/compare/qlik-sense-vs-tableau)
- [Qlik Sense vs Domo](https://www.g2.com/compare/domo-vs-qlik-sense)
- [Qlik Sense vs SAS Viya](https://www.g2.com/compare/qlik-sense-vs-sas-sas-viya)
- [Qlik Sense vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-qlik-sense)
- [Qlik Sense vs OWOX](https://www.g2.com/compare/owox-vs-qlik-sense)
- [Qlik Sense vs DemandTools](https://www.g2.com/compare/demandtools-vs-qlik-sense)
- [Qlik Sense vs Mezmo](https://www.g2.com/compare/mezmo-vs-qlik-sense)

  ### 6. [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews)
By SAS Institute Inc.
**Average Rating:** 4.3/5
**Total Reviews:** 801
As a cloud-native AI, analytics and data management platform, SAS Viya enables you to scale cost-effectively, increase productivity and innovate faster, backed by trust and transparency. SAS Viya makes it possible to integrate teams and technology enabling all users to work together successfully to turn critical questions into accurate decisions.


Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs SAS Viya](https://www.g2.com/compare/ibm-databand-vs-sas-sas-viya)
**Compare SAS Viya with other alternatives:**
- [SAS Viya vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-sas-sas-viya)
- [SAS Viya vs Alteryx](https://www.g2.com/compare/alteryx-vs-sas-sas-viya)
- [SAS Viya vs Tableau](https://www.g2.com/compare/sas-sas-viya-vs-tableau)
- [SAS Viya vs Domo](https://www.g2.com/compare/domo-vs-sas-sas-viya)
- [SAS Viya vs Qlik Sense](https://www.g2.com/compare/qlik-sense-vs-sas-sas-viya)
- [SAS Viya vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-sas-sas-viya)
- [SAS Viya vs OWOX](https://www.g2.com/compare/owox-vs-sas-sas-viya)
- [SAS Viya vs DemandTools](https://www.g2.com/compare/demandtools-vs-sas-sas-viya)
- [SAS Viya vs Mezmo](https://www.g2.com/compare/mezmo-vs-sas-sas-viya)

  ### 7. [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews)
By HubSpot
**Average Rating:** 4.5/5
**Total Reviews:** 576
HubSpot Operations Hub allows you to keep all your contacts in 2-Way, Real Time Sync no matter if you use (Gmail/Outlook, Salesforce, Pipedrive, Constant Contact, Prosperworks, HubSpot, MailChimp or ActiveCampaign to name a few).


Reviewers say compared to IBM Databand, HubSpot Data Hub is:
- Easier to admin
- Easier to do business with
- Easier to set up
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-ibm-databand)
**Compare HubSpot Data Hub with other alternatives:**
- [HubSpot Data Hub vs Monte Carlo](https://www.g2.com/compare/hubspot-data-hub-vs-monte-carlo)
- [HubSpot Data Hub vs Alteryx](https://www.g2.com/compare/alteryx-vs-hubspot-data-hub)
- [HubSpot Data Hub vs Tableau](https://www.g2.com/compare/hubspot-data-hub-vs-tableau)
- [HubSpot Data Hub vs Domo](https://www.g2.com/compare/domo-vs-hubspot-data-hub)
- [HubSpot Data Hub vs Qlik Sense](https://www.g2.com/compare/hubspot-data-hub-vs-qlik-sense)
- [HubSpot Data Hub vs SAS Viya](https://www.g2.com/compare/hubspot-data-hub-vs-sas-sas-viya)
- [HubSpot Data Hub vs OWOX](https://www.g2.com/compare/hubspot-data-hub-vs-owox)
- [HubSpot Data Hub vs DemandTools](https://www.g2.com/compare/demandtools-vs-hubspot-data-hub)
- [HubSpot Data Hub vs Mezmo](https://www.g2.com/compare/hubspot-data-hub-vs-mezmo)

  ### 8. [OWOX](https://www.g2.com/products/owox/reviews)
By OWOX
**Average Rating:** 4.9/5
**Total Reviews:** 296
OWOX BI is your personal marketing analyst. It will show you how your marketing plan can be fulfilled and where your growth areas and weak points are. OWOX BI will build any marketing reports so you know how your efforts affect sales, which channels are effective, and which are draining your budget. OWOX BI will save your time and get rid of manual data analytics routine by combining data from your website, CRM, and advertising services into a single database.


Reviewers say compared to IBM Databand, OWOX is:
- Easier to do business with
- Easier to admin
- Better at meeting requirements
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs OWOX](https://www.g2.com/compare/ibm-databand-vs-owox)
**Compare OWOX with other alternatives:**
- [OWOX vs Monte Carlo](https://www.g2.com/compare/monte-carlo-vs-owox)
- [OWOX vs Alteryx](https://www.g2.com/compare/alteryx-vs-owox)
- [OWOX vs Tableau](https://www.g2.com/compare/owox-vs-tableau)
- [OWOX vs Domo](https://www.g2.com/compare/domo-vs-owox)
- [OWOX vs Qlik Sense](https://www.g2.com/compare/owox-vs-qlik-sense)
- [OWOX vs SAS Viya](https://www.g2.com/compare/owox-vs-sas-sas-viya)
- [OWOX vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-owox)
- [OWOX vs DemandTools](https://www.g2.com/compare/demandtools-vs-owox)
- [OWOX vs Mezmo](https://www.g2.com/compare/mezmo-vs-owox)

  ### 9. [DemandTools](https://www.g2.com/products/demandtools/reviews)
By Validity Inc
**Average Rating:** 4.6/5
**Total Reviews:** 284
DemandTools is a data quality toolset for Salesforce CRM. De-deduplication, normalization, standardization, comparison, import, export, mass delete, and more.


Reviewers say compared to IBM Databand, DemandTools is:
- Easier to admin
- Easier to do business with
- Better at meeting requirements
Categories in common with IBM Databand: [Data Preparation](https://www.g2.com/categories/data-preparation)

**Compare:** [IBM Databand vs DemandTools](https://www.g2.com/compare/demandtools-vs-ibm-databand)
**Compare DemandTools with other alternatives:**
- [DemandTools vs Monte Carlo](https://www.g2.com/compare/demandtools-vs-monte-carlo)
- [DemandTools vs Alteryx](https://www.g2.com/compare/alteryx-vs-demandtools)
- [DemandTools vs Tableau](https://www.g2.com/compare/demandtools-vs-tableau)
- [DemandTools vs Domo](https://www.g2.com/compare/demandtools-vs-domo)
- [DemandTools vs Qlik Sense](https://www.g2.com/compare/demandtools-vs-qlik-sense)
- [DemandTools vs SAS Viya](https://www.g2.com/compare/demandtools-vs-sas-sas-viya)
- [DemandTools vs HubSpot Data Hub](https://www.g2.com/compare/demandtools-vs-hubspot-data-hub)
- [DemandTools vs OWOX](https://www.g2.com/compare/demandtools-vs-owox)
- [DemandTools vs Mezmo](https://www.g2.com/compare/demandtools-vs-mezmo)

  ### 10. [Mezmo](https://www.g2.com/products/mezmo/reviews)
By Mezmo
**Average Rating:** 4.6/5
**Total Reviews:** 224
An easy log management system


Reviewers say compared to IBM Databand, Mezmo is:
- Easier to admin
- Easier to set up
- Easier to do business with
Categories in common with IBM Databand: [Data Observability](https://www.g2.com/categories/data-observability)

**Compare:** [IBM Databand vs Mezmo](https://www.g2.com/compare/ibm-databand-vs-mezmo)
**Compare Mezmo with other alternatives:**
- [Mezmo vs Monte Carlo](https://www.g2.com/compare/mezmo-vs-monte-carlo)
- [Mezmo vs Alteryx](https://www.g2.com/compare/alteryx-vs-mezmo)
- [Mezmo vs Tableau](https://www.g2.com/compare/mezmo-vs-tableau)
- [Mezmo vs Domo](https://www.g2.com/compare/domo-vs-mezmo)
- [Mezmo vs Qlik Sense](https://www.g2.com/compare/mezmo-vs-qlik-sense)
- [Mezmo vs SAS Viya](https://www.g2.com/compare/mezmo-vs-sas-sas-viya)
- [Mezmo vs HubSpot Data Hub](https://www.g2.com/compare/hubspot-data-hub-vs-mezmo)
- [Mezmo vs OWOX](https://www.g2.com/compare/mezmo-vs-owox)
- [Mezmo vs DemandTools](https://www.g2.com/compare/demandtools-vs-mezmo)


---
## IBM Databand Alternatives FAQs

### How does IBM Databand compare to Monte Carlo?

According to G2 data, both [IBM Databand](https://www.g2.com/products/ibm-databand/reviews) and [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) have an equal average rating of 4.3 out of 5. IBM Databand has 66 total reviews, while Monte Carlo has a significantly larger sample size with 525 reviews. Dimension scores reveal that IBM Databand leads in &quot;better at meeting requirements&quot; (8.6 vs 8.3) and &quot;more usable&quot; (8.6 vs 8.3) by 0.3 points each, and &quot;easier to set up&quot; by 0.1 points (8.3 vs 8.2). Monte Carlo holds a 0.5-point advantage in &quot;easier to admin&quot; (8.5 vs 8.0), a 0.1-point lead in &quot;better at support&quot; (9.0 vs 8.9), and a 1.0-point lead in &quot;easier to do business with&quot; (9.3 vs 8.3). Sentiment analysis shows Monte Carlo excels in ease of use with 104 mentions, alerting with 98 mentions, and monitoring features with 92 mentions, reflecting strong user appreciation for its proactive alerting, automated anomaly detection, and data lineage capabilities. IBM Databand&#39;s pros emphasize monitoring, anomaly detection, scalability, and real-time visibility. Both products face critiques on alert management and complexity, but Monte Carlo has more mentions of alert overload (57) and UX improvement needs (46), while IBM Databand users note a steeper learning curve and integration challenges. Overall, [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) is favored for its comprehensive data observability, proactive alerting, and integration ecosystem, especially for larger teams, while [IBM Databand](https://www.g2.com/products/ibm-databand/reviews) is recognized for meeting requirements and usability, with strengths in pipeline monitoring and scalability.



### Why do users choose Monte Carlo over IBM Databand?

Users choose [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) over [IBM Databand](https://www.g2.com/products/ibm-databand/reviews) primarily for its superior ease of administration, scoring 8.5 versus 8.0, and significantly higher ease of doing business with at 9.3 compared to 8.3, reflecting smoother vendor interactions and customer support experiences. Monte Carlo&#39;s proactive, machine learning-driven alerting system is highly praised, with 98 mentions of alerting and 104 mentions of ease of use, enabling faster detection and resolution of data issues before impacting stakeholders. Its extensive integration capabilities with major cloud data warehouses, BI tools, and orchestration platforms streamline workflows and reduce manual monitoring efforts. Monte Carlo&#39;s automated anomaly detection and data lineage features provide end-to-end visibility, which users find invaluable for root cause analysis and maintaining data trust. The platform&#39;s user-friendly interface and quick onboarding, supported by responsive customer service, contribute to its preference, especially among larger organizations managing complex data ecosystems. Despite some alert fatigue and a learning curve for advanced configurations, Monte Carlo&#39;s ability to deliver timely, actionable insights and reduce manual troubleshooting time justifies its higher pricing and adoption. In summary, users favor Monte Carlo for its comprehensive, automated data observability, ease of administration, and strong support ecosystem, making it a preferred choice for teams seeking scalable, proactive data quality management solutions.



### What are the best alternatives to IBM Databand?

The best alternatives to IBM Databand include [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) (4.3/5 stars, 525 reviews), [Alteryx](https://www.g2.com/products/alteryx/reviews) (4.6/5 stars, 817 reviews), [Tableau](https://www.g2.com/products/tableau/reviews) (4.4/5 stars, 3,658 reviews), and [Domo](https://www.g2.com/products/domo/reviews) (4.3/5 stars, 1,005 reviews). These alternatives offer higher review counts and strong ratings, reflecting broad adoption and user satisfaction.



### What features do alternatives offer that IBM Databand does not?

IBM Databand users report limited features in customization, integration options, alert management, and real-time processing capabilities, with a steep learning curve and occasional performance issues on large datasets. These gaps highlight areas where IBM Databand lacks advanced automation, broader connectivity, and user-friendly alert handling compared to alternatives.



### Which Data Observability tools do reviewers recommend instead of IBM Databand?

Reviewers recommend [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) for its automated, AI-driven data observability, ease of setup, and proactive anomaly detection with 525 reviews praising its intuitive UI and alerting system. [Alteryx](https://www.g2.com/products/alteryx/reviews) is favored for its intuitive drag-and-drop interface, automation capabilities, and broad data connectivity across 817 reviews. [Tableau](https://www.g2.com/products/tableau/reviews) is highly recommended for powerful, interactive data visualization and dashboarding with 3,658 reviews highlighting its ease of use and performance on large datasets. [Domo](https://www.g2.com/products/domo/reviews) is noted for its unified cloud platform integrating data ingestion, transformation, AI-powered insights, and real-time dashboards, supported by 1,005 reviews emphasizing ease of use and extensive connectors.




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