# Cloudingo, Melissa Data Quality Suite vs ZoomInfo Operations Comparison | | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 0.0 out of 5 | | **Total Reviews** | 37 | 77 | 0 | | **Largest Market Segment** | Mid-Market (74.3% of reviews) | Small-Business (69.3% of reviews) | Not enough data | | **Entry Level Price** | $10,000.00 Per Year | Free Trial | Contact Us | --- ## Top Pros & Cons ### Cloudingo **Not enough data** ### Melissa Data Quality Suite Pros: - Accuracy (3 reviews) - Ease of Use (3 reviews) Cons: - Accuracy Issues (1 reviews) - Complexity (1 reviews) ### ZoomInfo Operations Pros: - Data Accuracy (19 reviews) - Ease of Use (18 reviews) Cons: - Inaccuracy Issues (10 reviews) - Expensive (9 reviews) --- ## Ratings Comparison | Rating | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Meets Requirements** | 9.1 (30 reviews) | 9.0 (65 reviews) | Not enough data | | **Ease of Use** | 7.8 (30 reviews) | 8.8 (65 reviews) | Not enough data | | **Ease of Setup** | 7.9 (19 reviews) | 9.2 (32 reviews) | Not enough data | | **Ease of Admin** | 8.1 (20 reviews) | 9.5 (28 reviews) | Not enough data | | **Quality of Support** | 9.0 (30 reviews) | 9.0 (63 reviews) | Not enough data | | **Has the product been a good partner in doing business?** | 8.8 (20 reviews) | 9.4 (28 reviews) | Not enough data | | **Product Direction (% positive)** | 8.9 (33 reviews) | 8.0 (64 reviews) | Not enough data | --- ## Pricing ### Cloudingo #### Entry-Level Pricing Plan: Enterprise Price: $10,000.00 Per Year Description: Achieve a 360° view. Plug Cloudingo into outside systems (ERPs, marketing automation), to keep all data in sync. Key Features: - 8 User Logins - Unlimited Filter Creation - Manual Merging [Browse all 3 editions](https://www.g2.com/products/cloudingo/pricing) #### Free Trial Yes ### Melissa Data Quality Suite #### Entry-Level Pricing Plan: Free Melissa Account Price: Free Trial Key Features: - No Charge - Proof of Concept Report [Browse all 2 editions](https://www.g2.com/products/melissa-data-quality-suite/pricing) #### Free Trial Yes ### ZoomInfo Operations #### Entry-Level Pricing Plan: ZoomInfo Operations Price: Contact Us Description: Data orchestration and automation platform that enriches, cleanses, and maintains accurate B2B data across your CRM and marketing automation systems in real-time. Key Features: - Automated deduplication and merge rules - Contact and company data enrichment - Lead-to-account matching [Learn more about ZoomInfo Operations](https://www.g2.com/products/zoominfo-operations/reviews) #### Free Trial Yes --- ## Features Comparison By Category ### Account Data Management | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Lead Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Market Insights ** | Not enough data | Not enough data | Not enough data | | **Account-level Insights ** | Not enough data | Not enough data | Not enough data | | **Lead Analysis ** | Not enough data | Not enough data | Not enough data | #### Lead Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Segmentation ** | Not enough data | Not enough data | Not enough data | | **Predictive Scoring ** | Not enough data | Not enough data | Not enough data | | **Account Identification ** | Not enough data | Not enough data | Not enough data | #### Marketing Campaigns | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Omni-Channel Tracking ** | Not enough data | Not enough data | Not enough data | | **Revenue Planning ** | Not enough data | Not enough data | Not enough data | | **Media Attribution ** | Not enough data | Not enough data | Not enough data | | **Opportunity Timeline ** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | #### Campaign Execution | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Website Personalization ** | Not enough data | Not enough data | Not enough data | | **Prioritized Accounts ** | Not enough data | Not enough data | Not enough data | | **Trending Accounts ** | Not enough data | Not enough data | Not enough data | | **Email Campaigns ** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Account Data Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Lead Generation | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Lead Generation | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Lead Builder** | Not enough data | Not enough data | Not enough data | | **CRM Integration** | Not enough data | Not enough data | Not enough data | | **Marketing Automation Integration** | Not enough data | Not enough data | Not enough data | | **Social Media Integration** | Not enough data | Not enough data | Not enough data | | **Data Import & Export Tools** | Not enough data | Not enough data | Not enough data | ### Buyer Intent Data Providers | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Data Availability | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Contact Data Availability** | Not enough data | Not enough data | Not enough data | | **Account Data Availability** | Not enough data | Not enough data | Not enough data | | **Offline Data** | Not enough data | Not enough data | Not enough data | #### Platform Additional Functionality | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Integrations** | Not enough data | Not enough data | Not enough data | | **Topic Customization** | Not enough data | Not enough data | Not enough data | | **Natural Language Processing (NLP)** | Not enough data | Not enough data | Not enough data | | **Alerts** | Not enough data | Not enough data | Not enough data | | **Real-time Intent** | Not enough data | Not enough data | Not enough data | ### Account-Based Orchestration Platforms | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Platform Basics | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Centralization** | Not enough data | Not enough data | Not enough data | | **Account Identification and Segmentation** | Not enough data | Not enough data | Not enough data | | **Lead-to-Account Matching** | Not enough data | Not enough data | Not enough data | | **Multichannel Engagement** | Not enough data | Not enough data | Not enough data | | **Personalized Content and Messaging** | Not enough data | Not enough data | Not enough data | #### Platform Data | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Measurement** | Not enough data | Not enough data | Not enough data | | **Revenue Analytics** | Not enough data | Not enough data | Not enough data | #### Platform Additional Functionality | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Integrations** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Account-Based Orchestration Platforms | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | #### Artificial Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **AI-Powered Data Analysis** | Not enough data | Not enough data | Not enough data | | **AI Personalization** | Not enough data | Not enough data | Not enough data | ### Lead Intelligence | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Lead Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Lead Validation** | Not enough data | Not enough data | Not enough data | | **Lead Enrichment** | Not enough data | Not enough data | Not enough data | | **Lead Quality** | Not enough data | Not enough data | Not enough data | | **Lead Analysis** | Not enough data | Not enough data | Not enough data | | **Browser Extension** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Lead Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | ### Lead-to-Account Matching and Routing | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Matching | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Priority Matching** | Not enough data | Not enough data | Not enough data | | **Account Tiebreakers** | Not enough data | Not enough data | Not enough data | | **Fuzzy Matching** | Not enough data | Not enough data | Not enough data | #### Routing | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Match and Route** | Not enough data | Not enough data | Not enough data | | **Multi-Objects** | Not enough data | Not enough data | Not enough data | | **Territories** | Not enough data | Not enough data | Not enough data | | **Working Hours** | Not enough data | Not enough data | Not enough data | #### Platform Operations | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Service level Agreements** | Not enough data | Not enough data | Not enough data | | **Audit Logs** | Not enough data | Not enough data | Not enough data | | **Duplicate Match** | Not enough data | Not enough data | Not enough data | | **Capping** | Not enough data | Not enough data | Not enough data | | **Analytics** | Not enough data | Not enough data | Not enough data | | **Integrations** | Not enough data | Not enough data | Not enough data | | **Alerts & Notifications** | Not enough data | Not enough data | Not enough data | | **AI Lead Matching & Routing** | Not enough data | Not enough data | Not enough data | ### Data as a Service (DaaS) | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Data Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Data Migration** | Not enough data | Not enough data | Not enough data | | **Managing Data** | Not enough data | Not enough data | Not enough data | | **Secured Data Storage** | Not enough data | Not enough data | Not enough data | #### Data as a Service | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Self-Service Isights** | Not enough data | Not enough data | Not enough data | | **DaaS Quality** | Not enough data | Not enough data | Not enough data | #### Architecture | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Data Fabric Creation** | Not enough data | Not enough data | Not enough data | | **DaaS Architecture** | Not enough data | Not enough data | Not enough data | ### Email Verification | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Generative AI | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | Not enough data | | **AI Text-to-Speech** | Not enough data | Feature Not Available | Not enough data | #### Agentic AI - Email Verification | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Phone Verification | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Platform Basics - Phone Verification | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Accuracy** | Not enough data | Not enough data | Not enough data | | **Call Screening** | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | | **Security Measures** | Not enough data | Not enough data | Not enough data | | **Reliable Delivery** | Not enough data | Feature Not Available | Not enough data | | **Customizable Workflows** | Not enough data | Not enough data | Not enough data | #### Additional Features - Phone Verification | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Integration Abilities** | Not enough data | Not enough data | Not enough data | | **Compliance with Regulations** | Not enough data | Not enough data | Not enough data | | **Reporting and Analytics** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Phone Verification | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | ### Lead Scoring | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Agentic AI - Lead Scoring | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | #### Attribution | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Lead Opportunity** | Not enough data | Not enough data | Not enough data | | **Lead Assignment** | Not enough data | Not enough data | Not enough data | | **Pipeline Acceleration** | Not enough data | Not enough data | Not enough data | #### Discovery | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Lead Management** | Not enough data | Not enough data | Not enough data | | **Scoring/Ranking** | Not enough data | Not enough data | Not enough data | | **Lead Context** | Not enough data | Not enough data | Not enough data | #### Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Conversion Viability** | Not enough data | Not enough data | Not enough data | | **Workflow** | Not enough data | Not enough data | Not enough data | #### Platform | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Data Synchronization** | Not enough data | Not enough data | Not enough data | | **Analysis** | Not enough data | Not enough data | Not enough data | ### Salesforce AppExchange Apps | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Agentic AI - Salesforce AppExchange Apps | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Marketing Account Intelligence | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Agentic AI - Marketing Account Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | #### Lead Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Market Insights ** | Not enough data | Not enough data | Not enough data | | **Account-level Insights ** | Not enough data | Not enough data | Not enough data | | **Lead Analysis ** | Not enough data | Not enough data | Not enough data | #### Lead Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Segmentation ** | Not enough data | Not enough data | Not enough data | | **Predictive Scoring ** | Not enough data | Not enough data | Not enough data | | **Account Identification ** | Not enough data | Not enough data | Not enough data | #### Marketing Campaigns | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Omni-Channel Tracking ** | Not enough data | Not enough data | Not enough data | | **Revenue Planning ** | Not enough data | Not enough data | Not enough data | | **Media Attribution ** | Not enough data | Not enough data | Not enough data | | **Opportunity Timeline ** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | #### Data Availability - Marketing Account Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Technographic Data Availability** | Not enough data | Not enough data | Not enough data | #### Data Accuracy - Marketing Account Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Technographic Data Accuracy** | Not enough data | Not enough data | Not enough data | ### Account-Based Analytics | Product | Score | Reviews | |---|---|---| | **Cloudingo** | N/A | N/A | | **Melissa Data Quality Suite** | N/A | N/A | | **ZoomInfo Operations** | N/A | N/A | #### Agentic AI - Account-Based Analytics | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | #### Lead Intelligence | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Market Insights ** | Not enough data | Not enough data | Not enough data | | **Account-level Insights ** | Not enough data | Not enough data | Not enough data | | **Lead Analysis ** | Not enough data | Not enough data | Not enough data | #### Lead Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Segmentation ** | Not enough data | Not enough data | Not enough data | | **Predictive Scoring ** | Not enough data | Not enough data | Not enough data | | **Account Identification ** | Not enough data | Not enough data | Not enough data | #### Marketing Campaigns | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Omni-Channel Tracking ** | Not enough data | Not enough data | Not enough data | | **Revenue Planning ** | Not enough data | Not enough data | Not enough data | | **Media Attribution ** | Not enough data | Not enough data | Not enough data | | **Opportunity Timeline ** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | | **Journey Analytics** | Not enough data | Not enough data | Not enough data | ### Data Quality | Product | Score | Reviews | |---|---|---| | **Cloudingo** | 9.7/10 | 8 | | **Melissa Data Quality Suite** | 9.2/10 | 24 | | **ZoomInfo Operations** | N/A | N/A | #### Functionality | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Identification** | 9.5 (7 reviews) | 8.9 (19 reviews) | Not enough data | | **Correction** | 9.3 (7 reviews) | 9.3 (21 reviews) | Not enough data | | **Normalization** | 9.8 (7 reviews) | 9.3 (20 reviews) | Not enough data | | **Preventative Cleaning** | 9.7 (6 reviews) | 9.6 (19 reviews) | Not enough data | | **Data Matching** | 10.0 (6 reviews) | 9.0 (14 reviews) | Not enough data | #### Management | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Reporting** | 9.3 (7 reviews) | 9.3 (18 reviews) | Not enough data | | **Automation** | 9.8 (7 reviews) | 9.1 (16 reviews) | Not enough data | | **Quality Audits** | 10.0 (5 reviews) | 9.2 (13 reviews) | Not enough data | | **Dashboard** | 9.8 (7 reviews) | 8.7 (13 reviews) | Not enough data | | **Governance** | 10.0 (5 reviews) | 9.2 (12 reviews) | Not enough data | #### Generative AI | Feature | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | Not enough data | | **AI Text Summarization** | Not enough data | Feature Not Available | Not enough data | --- ## Categories **Shared Categories (1):** [Data Quality Tools](https://www.g2.com/categories/data-quality) **Unique to Cloudingo (1):** [Salesforce AppExchange Apps](https://www.g2.com/categories/salesforce-appexchange-apps) **Unique to Melissa Data Quality Suite (2):** [Phone Verification Software](https://www.g2.com/categories/phone-verification), [Email Verification Software](https://www.g2.com/categories/email-verification) **Unique to ZoomInfo Operations (9):** [Data as a Service (DaaS) Software](https://www.g2.com/categories/data-as-a-service-daas), [Lead-to-Account Matching and Routing Software](https://www.g2.com/categories/lead-to-account-matching-and-routing), [Buyer Intent Data Providers](https://www.g2.com/categories/buyer-intent-data-providers), [Marketing Account Intelligence Software](https://www.g2.com/categories/marketing-account-intelligence), [Account Data Management Software](https://www.g2.com/categories/account-data-management), [Lead Intelligence Software](https://www.g2.com/categories/lead-intelligence), [Lead Scoring Software](https://www.g2.com/categories/lead-scoring), [Account-Based Analytics Software](https://www.g2.com/categories/account-based-analytics), [Account-Based Orchestration Platforms](https://www.g2.com/categories/account-based-orchestration-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | Cloudingo | Melissa Data Quality Suite | ZoomInfo Operations | |---|---|---|---| | **Small-Business** | 17.1% | 69.3% | 0% | | **Mid-Market** | 74.3% | 17.3% | 0% | | **Enterprise** | 8.6% | 13.3% | 0% | ### By Industry #### Cloudingo - **Computer Software:** 21.6% - **Internet:** 13.5% - **Information Technology and Services:** 13.5% - **Non-Profit Organization Management:** 8.1% - **Marketing and Advertising:** 5.4% - **Legal Services:** 5.4% - **Education Management:** 5.4% - **Automotive:** 2.7% - **Capital Markets:** 2.7% - **Computer & Network Security:** 2.7% - **Other:** 18.9% #### Melissa Data Quality Suite - **Real Estate:** 17.3% - **Marketing and Advertising:** 12.0% - **Insurance:** 9.3% - **Non-Profit Organization Management:** 8.0% - **Information Technology and Services:** 6.7% - **Financial Services:** 5.3% - **Computer Software:** 4.0% - **Higher Education:** 2.7% - **Renewables & Environment:** 2.7% - **Medical Devices:** 2.7% - **Other:** 29.3% #### ZoomInfo Operations No data available --- ## Alternatives ### Alternatives to Cloudingo - [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews) - [Informatica Cloud Data Quality](https://www.g2.com/products/informatica-cloud-data-quality/reviews) — 4.1/5 stars (20 reviews) - [Insycle](https://www.g2.com/products/insycle/reviews) — 4.7/5 stars (192 reviews) - [Openprise](https://www.g2.com/products/openprise/reviews) — 4.9/5 stars (64 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews) - [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews) - [Plauti](https://www.g2.com/products/plauti/reviews) — 4.5/5 stars (114 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews) - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 reviews) ### Alternatives to Melissa Data Quality Suite - [Loqate](https://www.g2.com/products/gbg-plc-loqate/reviews) — 4.4/5 stars (46 reviews) - [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews) - [Trillium Quality](https://www.g2.com/products/trillium-quality/reviews) — 4.5/5 stars (5 reviews) - [GTM Workspace - Powered by ZoomInfo](https://www.g2.com/products/gtm-workspace-powered-by-zoominfo/reviews) — 4.5/5 stars (9096 reviews) - [MailerLite](https://www.g2.com/products/mailerlite/reviews) — 4.6/5 stars (1109 reviews) - [Apollo.io](https://www.g2.com/products/apollo-io/reviews) — 4.7/5 stars (9652 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Clearout.io](https://www.g2.com/products/clearout-io/reviews) — 4.6/5 stars (537 reviews) - [Lead411](https://www.g2.com/products/lead411/reviews) — 4.5/5 stars (478 reviews) - [ZeroBounce](https://www.g2.com/products/zerobounce/reviews) — 4.7/5 stars (1367 reviews) ### Alternatives to ZoomInfo Operations - [LeanData](https://www.g2.com/products/leandata/reviews) — 4.6/5 stars (1018 reviews) - [Apollo.io](https://www.g2.com/products/apollo-io/reviews) — 4.7/5 stars (9652 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews) - [Clearbit](https://www.g2.com/products/clearbit/reviews) — 4.4/5 stars (633 reviews) - [Openprise](https://www.g2.com/products/openprise/reviews) — 4.9/5 stars (64 reviews) - [6sense Revenue Marketing](https://www.g2.com/products/6sense-revenue-marketing/reviews) — 4.3/5 stars (1430 reviews) - [HubSpot Marketing Hub](https://www.g2.com/products/hubspot-marketing-hub/reviews) — 4.4/5 stars (14758 reviews) - [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews) - [Chili Piper](https://www.g2.com/products/chili-piper/reviews) — 4.6/5 stars (736 reviews) - [Lusha](https://www.g2.com/products/lusha/reviews) — 4.3/5 stars (1653 reviews) --- ## Top Discussions ### Cloudingo - Title: [What criteria should I match first to get rid of my duplicates?](https://www.g2.com/discussions/where-to-start) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "We’ve pre-built filters based on customer feedback that we think are the most important, such as Last Name and Email Address on Leads and Contacts. These..." - Title: [Why would I need to use Cloudingo on a continual basis?](https://www.g2.com/discussions/on-going-data-quality-protection) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "If your business is growing, your data is changing. A clean database requires ongoing maintenance, not just a one-time initial scan. Cleaning often can mean..." - Title: [I’m overwhelmed. What kind of support does Cloudingo provide?](https://www.g2.com/discussions/training-and-support) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "We’ve developed a searchable knowledge base (help.cloudingo.com), a library of how-to videos, and tip sheets which are available within the application..." - Title: [What will I be able to do during the free trial?](https://www.g2.com/discussions/free-trial-75e0128b-ce13-46f1-9237-577e532f6f82) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "You’ll be able to test out all of Cloudingo’s features including merging, converting, and editing records, and you’ll have the ability to see those changes..." - Title: [Does Cloudingo store my data? How secure is it?](https://www.g2.com/discussions/security-58f4242f-8f76-4a83-9d69-9264cee64b6e) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "Customer security and privacy are at the forefront of every decision we make regarding development, support, and expansion of Cloudingo. Customer information..." ### Melissa Data Quality Suite - Title: [What is Melissa Data Quality Suite used for?](https://www.g2.com/discussions/what-is-melissa-data-quality-suite-used-for) — 1 comment *(includes official response)* > **Top comment:** "Melissa Data Quality Suite is used to clean, correct, and verify customer data, ensuring it is accurate and up-to-date. It helps businesses improve the..." - Title: [Business vs. Home Address selector so we can tell if this is a business or home address.](https://www.g2.com/discussions/27321-business-vs-home-address-selector-so-we-can-tell-if-this-is-a-business-or-home-address) — 1 comment > **Top comment:** "Under "Lookups" you can choose the "Business & Professional" option to search for businesses specifically. I usually use the Address & Street Data and you..." - Title: [Is there an API for SAP ERP?](https://www.g2.com/discussions/is-there-an-api-for-sap-erp-f589abc1-f2f0-4db3-874d-9f39f82a4c63) — 1 comment, 1 upvote > **Top comment:** "there is no SAP-specific API for MelData" ### ZoomInfo Operations No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/cloudingo-vs-melissa-data-quality-suite-vs-zoominfo-operations)