# Google Cloud BigQuery vs Panoply Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Google Cloud BigQuery excels in scalability and performance, allowing users to manage vast amounts of data without compromising query speed. One user highlighted its ability to handle "millions or tens of millions of data" efficiently, making it a robust choice for enterprises.
- **Users say** that Panoply stands out for its user-friendly interface, which simplifies data collection from various sources. Reviewers appreciate the ease of use, noting that they can pull data without needing a developer, thanks to its intuitive design.
- **According to verified reviews** , Google Cloud BigQuery offers a comprehensive managed service that integrates seamlessly with numerous platforms, both on-premises and cloud-based. This flexibility is a significant advantage for organizations looking to streamline their data workflows.
- **Reviewers mention** that Panoply's customer support is a key differentiator, with many praising the responsiveness and helpfulness of the support team. Users have shared positive experiences with troubleshooting and setup assistance, which enhances their overall satisfaction.
- **G2 reviewers highlight** that while Google Cloud BigQuery has a slightly steeper learning curve, its powerful features, such as built-in data analytics and machine learning capabilities, provide substantial long-term benefits for data-driven organizations.
- **Users report** that both platforms have strong data quality metrics, but Panoply's focus on ease of setup and administration makes it particularly appealing for small businesses or teams without extensive technical resources.



| | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 1,226 | 83 | 
| **Largest Market Segment** | Enterprise (38.4% of reviews) | Small-Business (46.8% of reviews) | 
| **Entry Level Price** | Free | Free Trial | 

---
## Top Pros & Cons

### Google Cloud BigQuery

Pros:
- Speed (143 reviews)
- Ease of Use (129 reviews)

Cons:
- Expensive (127 reviews)
- Query Issues (65 reviews)

### Panoply

Pros:
- Customer Support (1 reviews)
- Ease of Use (1 reviews)

Cons:
- Limited Features (1 reviews)

---
## Ratings Comparison
| Rating | Google Cloud BigQuery | Panoply | 
|---|---|---|
  | **Meets Requirements** | 8.8 (623 reviews) | 8.8 (63 reviews) | 
  | **Ease of Use** | 8.7 (641 reviews) | 8.9 (65 reviews) | 
  | **Ease of Setup** | 8.7 (413 reviews) | 9.4 (41 reviews) | 
  | **Ease of Admin** | 8.5 (225 reviews) | 9.3 (37 reviews) | 
  | **Quality of Support** | 8.3 (565 reviews) | 9.3 (63 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (219 reviews) | 9.5 (39 reviews) | 
  | **Product Direction (% positive)** | 9.3 (609 reviews) | 8.0 (59 reviews) | 

---
## Pricing

### Google Cloud BigQuery

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: New customers get $300 in free Google Cloud credits to spend on BigQuery with free trial sign-up. 

Key Features:
- 10 GB storage
- Up to 1 TB queries per month

[Browse all 5 editions](https://www.g2.com/products/google-cloud-bigquery/pricing)

#### Free Trial

Yes

### Panoply

#### Entry-Level Pricing

Plan: Proof of Value

Price: Free Trial

Description: Use the platform for free for 21 days

Key Features:
- Managed data warehouse included 
- Use of all Panoply connectors
- Unlimited users

[Browse all 5 editions](https://www.g2.com/products/panoply/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 129 |
| **Panoply** | 8.8/10 | 16 |

#### Management

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Reporting** | 8.5 (112 reviews) | 8.3 (13 reviews) | 
| **Auditing** | 8.3 (110 reviews) | 7.6 (11 reviews) | 

#### Functionality

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Extraction** | 8.9 (111 reviews) | 9.4 (16 reviews) | 
| **Transformation** | 9.0 (114 reviews) | 8.6 (13 reviews) | 
| **Loading** | 8.9 (115 reviews) | 9.8 (16 reviews) | 
| **Automation** | 8.8 (115 reviews) | 8.8 (15 reviews) | 
| **Scalability** | 9.3 (113 reviews) | 8.8 (15 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.6/10 | 272 |
| **Panoply** | 7.7/10 | 25 |

#### Data Management

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Data Integration** | 8.9 (217 reviews) ✓ Verified | 9.1 (22 reviews) ✓ Verified | 
| **Data Compression** | 8.2 (198 reviews) ✓ Verified | 8.7 (21 reviews) ✓ Verified | 
| **Data Quality** | 8.8 (206 reviews) ✓ Verified | 8.9 (22 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.5 (209 reviews) ✓ Verified | 7.4 (19 reviews) ✓ Verified | 
| **In-Database Machine Learning** | 8.2 (192 reviews) ✓ Verified | 6.3 (15 reviews) ✓ Verified | 
| **Data Lake Analytics** | 8.6 (189 reviews) ✓ Verified | 7.0 (15 reviews) ✓ Verified | 

#### Integration

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **AI/ ML Integration** | 8.4 (193 reviews) ✓ Verified | 5.6 (15 reviews) ✓ Verified | 
| **BI Tool Integration** | 8.5 (206 reviews) ✓ Verified | 9.0 (23 reviews) ✓ Verified | 
| **Data lake Integration** | 8.5 (189 reviews) ✓ Verified | 7.8 (16 reviews) ✓ Verified | 

#### Deployment

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **On-Premise** | 7.7 (175 reviews) ✓ Verified | 7.1 (15 reviews) ✓ Verified | 
| **Cloud** | 9.1 (217 reviews) ✓ Verified | 8.3 (22 reviews) ✓ Verified | 

#### Performance 

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Scalability** | 9.1 (228 reviews) ✓ Verified | 8.1 (23 reviews) ✓ Verified | 

#### Security

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Data Governance** | 8.8 (197 reviews) ✓ Verified | 7.8 (20 reviews) ✓ Verified | 
| **Data Security** | 9.1 (204 reviews) ✓ Verified | 8.7 (18 reviews) ✓ Verified | 

#### Generative AI

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **AI Text Generation** | 7.5 (115 reviews) | 5.4 (9 reviews) | 
| **AI Text Summarization** | 7.6 (112 reviews) | 5.0 (9 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.7/10 | 77 |
| **Panoply** | N/A | N/A |

#### Storage

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Data Model** | 9.0 (65 reviews) | Not enough data | 
| **Data Types** | 8.7 (65 reviews) | Not enough data | 

#### Availability

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Auto Sharding** | 8.3 (57 reviews) | Not enough data | 
| **Auto Recovery** | 8.5 (61 reviews) | Not enough data | 
| **Data Replication** | 8.5 (63 reviews) | Not enough data | 

#### Performance

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Integrated Cache** | 8.5 (60 reviews) | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Role-Based Authorization** | 8.7 (66 reviews) | Not enough data | 
| **Authentication** | 8.7 (64 reviews) | Not enough data | 
| **Audit Logs** | 8.4 (65 reviews) | Not enough data | 
| **Encryption** | 8.6 (60 reviews) | Not enough data | 

#### Support

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Multi-Model** | 8.6 (61 reviews) | Not enough data | 
| **Operating Systems** | 8.8 (61 reviews) | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 25 |
| **Panoply** | N/A | N/A |

#### Centralized computation

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Centralized Computation** | 8.7 (19 reviews) | Not enough data | 

#### Localized computation

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Localized computation** | 8.1 (20 reviews) | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.6/10 | 81 |
| **Panoply** | N/A | N/A |

#### Statistical Tool

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Scripting** | 8.6 (74 reviews) | Not enough data | 
| **Data Mining** | 8.9 (74 reviews) | Not enough data | 
| **Algorithms** | 8.8 (76 reviews) | Not enough data | 

#### Data Analysis

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Analysis** | 9.2 (75 reviews) | Not enough data | 
| **Data Interaction** | 9.0 (75 reviews) | Not enough data | 

#### Decision Making

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Modeling** | 8.8 (76 reviews) | Not enough data | 
| **Data Visualizations** | 8.7 (73 reviews) | Not enough data | 
| **Report Generation** | 8.7 (76 reviews) | Not enough data | 
| **Data Unification** | 8.7 (73 reviews) | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **AI Text Generation** | 7.5 (46 reviews) | Not enough data | 
| **AI Text Summarization** | 7.6 (46 reviews) | Not enough data | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 71 |
| **Panoply** | N/A | N/A |

#### Marketing Operations

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **ROI Tracking** | 8.8 (62 reviews) | Not enough data | 
| **Data Collection** | 9.2 (61 reviews) | Not enough data | 
| **Customer Insights** | 8.9 (61 reviews) | Not enough data | 
| **Multi-User Access** | 9.3 (62 reviews) | Not enough data | 
| **Spend Management** | 8.8 (60 reviews) | Not enough data | 
| **White Label** | 8.4 (59 reviews) | Not enough data | 

#### Campaign Activity

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Campaign Insights** | 9.0 (64 reviews) | Not enough data | 
| **Reports and Dashboards** | 9.4 (64 reviews) | Not enough data | 
| **Campaign Stickiness** | 8.6 (61 reviews) | Not enough data | 
| **Multichannel Tracking** | 9.2 (58 reviews) | Not enough data | 
| **Brand Optimization** | 8.8 (59 reviews) | Not enough data | 
| **Predictive Analytics** | 9.0 (61 reviews) | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Autonomous Task Execution** | 8.5 (12 reviews) | Not enough data | 
| **Cross-system Integration** | 9.5 (13 reviews) | Not enough data | 
| **Proactive Assistance** | 8.2 (12 reviews) | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.7/10 | 207 |
| **Panoply** | N/A | N/A |

#### Database

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (164 reviews) | Not enough data | 
| **Data Distribution** | 8.9 (162 reviews) | Not enough data | 
| **Data Lake** | 8.7 (157 reviews) | Not enough data | 

#### Integrations

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Hadoop Integration** | 8.2 (125 reviews) | Not enough data | 
| **Spark Integration** | 8.4 (122 reviews) | Not enough data | 

#### Platform

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Machine Scaling** | 8.8 (139 reviews) | Not enough data | 
| **Data Preparation** | 8.8 (154 reviews) | Not enough data | 
| **Spark Integration** | 8.4 (122 reviews) | Not enough data | 

#### Processing

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Cloud Processing** | 9.2 (157 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (150 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.5/10 | 322 |
| **Panoply** | N/A | N/A |

#### Data Transformation

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Real-Time Analytics** | 8.8 (278 reviews) | Not enough data | 
| **Data Querying** | 9.3 (287 reviews) | Not enough data | 

#### Connectivity

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Hadoop Integration** | 8.0 (244 reviews) | Not enough data | 
| **Spark Integration** | 8.1 (243 reviews) | Not enough data | 
| **Multi-Source Analysis** | 8.7 (272 reviews) | Not enough data | 
| **Data Lake** | 8.7 (263 reviews) | Not enough data | 

#### Operations

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Data Visualization** | 8.4 (272 reviews) | Not enough data | 
| **Data Workflow** | 8.6 (270 reviews) | Not enough data | 
| **Governed Discovery** | 8.3 (248 reviews) | Not enough data | 
| **Embedded Analytics** | 8.4 (255 reviews) | Not enough data | 
| **Notebooks** | 8.5 (247 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | N/A | N/A |
| **Panoply** | N/A | N/A |

#### Building Reports

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 

#### Platform

| Feature | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [ETL Tools](https://www.g2.com/categories/etl-tools), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse)

**Unique to Google Cloud BigQuery (7):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Clean Room Software](https://www.g2.com/categories/data-clean-room)



---
## Reviewer Demographics

### By Company Size

| Segment | Google Cloud BigQuery | Panoply | 
|---|---|---|
| **Small-Business** | 27.5% | 46.8% | 
| **Mid-Market** | 34.1% | 44.3% | 
| **Enterprise** | 38.4% | 8.9% | 

### By Industry

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.1%
- **Computer Software:** 13.7%
- **Retail:** 7.1%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.3%
- **Hospital & Health Care:** 2.0%
- **Other:** 39.1%

#### Panoply

- **Information Technology and Services:** 8.9%
- **Marketing and Advertising:** 7.6%
- **Computer Software:** 7.6%
- **Apparel & Fashion:** 6.3%
- **Retail:** 5.1%
- **Health, Wellness and Fitness:** 3.8%
- **Financial Services:** 3.8%
- **E-Learning:** 3.8%
- **Consumer Goods:** 3.8%
- **Publishing:** 2.5%
- **Other:** 46.8%

---
## Alternatives

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1335 reviews)
- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (841 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)

### Alternatives to Panoply

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1335 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (796 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (776 reviews)
- [Supermetrics](https://www.g2.com/products/supermetrics/reviews) — 4.4/5 stars (823 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1011 reviews)
- [Singular](https://www.g2.com/products/singular/reviews) — 4.5/5 stars (510 reviews)

---
## Top Discussions

### Google Cloud BigQuery

- Title: [Is Big Query free?](https://www.g2.com/discussions/is-big-query-free) — 3 comments, 1 upvote
  > **Top comment:** "my cloud software store "
- Title: [Is BigQuery part of Google Cloud Platform?](https://www.g2.com/discussions/is-bigquery-part-of-google-cloud-platform) — 2 comments, 2 upvotes
  > **Top comment:** "Yes, bigquery is part of google cloud platform."
- Title: [What is Google BigQuery based on?](https://www.g2.com/discussions/what-is-google-bigquery-based-on) — 1 comment
  > **Top comment:** "Dremel: The Execution Engine
Colossus: Distributed Storage
Borg: Compute
Jupiter: The Network
"
- Title: [What is Google BigQuery used for?](https://www.g2.com/discussions/what-is-google-bigquery-used-for) — 1 comment
  > **Top comment:** "BigQuery is a powerful tool for organizations that need to analyze large datasets quickly and effectively and can be used for a variety of purposes depending..."
- Title: [When we can integrate](https://www.g2.com/discussions/when-we-can-integrate) — 1 comment, 1 upvote
  > **Top comment:** "Hi Pankaj, what kind of integration do you want to make?"

### Panoply

- Title: [What does Panoply do?](https://www.g2.com/discussions/what-does-panoply-do) — 1 comment
  > **Top comment:** "Panoply provides a managed data warehouse and no-code ELT data connectors all in one easy-to-use platform. Try it out today!"
- Title: [How much does panoply cost?](https://www.g2.com/discussions/how-much-does-panoply-cost) — 1 comment *(includes official response)*
  > **Top comment:** "Annual contract: our usage-based pricing starts at $399/month for 50 GiB Query Bytes, and scales up to $1719/month for 5000 GiB Query Bytes

Monthly..."
- Title: [How do I use panoply software?](https://www.g2.com/discussions/how-do-i-use-panoply-software) — 1 comment *(includes official response)*
  > **Top comment:** "Panoply is super easy to use; you can try our interactive demo to see how the platform works: https://panoply.io/interactive-demo/

You can also get..."
- Title: [What is panoply software?](https://www.g2.com/discussions/what-is-panoply-software) — 1 comment *(includes official response)*
  > **Top comment:** "Panoply’s managed data warehouse + ELT is the easiest way to sync, store, and access all your business data. Our cloud data platform works with popular..."
- Title: [How many seats are included per pricing tier?](https://www.g2.com/discussions/pricing-5aaed13c-407d-4192-be80-ca19518c573d) — 1 comment, 1 upvote
  > **Top comment:** "As many as you need!"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/google-cloud-bigquery-vs-panoply)