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# Google Cloud BigQuery vs Panoply Comparison - What are their main differences?

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Pricing

**Google Cloud BigQuery**
Free Trial

**Free** · Free

**$0.04** · Standard

**$0.06** · Enterprise

**$0.10** · Enterprise Plus

**Pay As You Go** Per Month · Startup Program

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**Panoply**
Free Trial

**Free Trial** · Proof of Value

**Starting at $199.00** Per Month · Starter

**Starting at $499.00** Per Month · Lite

**Starting at $1,199.00** Per Month · Premium

**Starting at $799.00** Per Month · Standard

Show more

**Pricing Insights**
from reviews

Perceived Cost

**Google Cloud BigQuery**
$$$$$

**Panoply**
$$$$$

Average Discount

**Google Cloud BigQuery**
12%

**Panoply**
Not enough reviews yet

Uncover valuable pricing insights from real user feedback to improve your shopping experience.
See it for free

Time to Implement

**Google Cloud BigQuery** 6 months
Based on 100 responses

**Panoply** 6 months
Based on 100 responses

Return on Investment

**Google Cloud BigQuery** 6 months
Based on 100 responses

**Panoply** 6 months
Based on 100 responses

**Pros & Cons**
from reviews

**Google Cloud BigQuery**
[
Ease of Use (156)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1145443&qs=pros-and-cons#reviews)[
Speed (143)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1142578&qs=pros-and-cons#reviews)[
Expensive (127)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1143964&qs=pros-and-cons#reviews)[
Query Issues (78)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1144445&qs=pros-and-cons#reviews)

**Panoply**
[
Customer Support (1)
](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502922&qs=pros-and-cons#reviews)[
Ease of Use (1)
](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502928&qs=pros-and-cons#reviews)[
Limited Features (1)
](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502924&qs=pros-and-cons#reviews)

Integrations

**Google Cloud BigQuery**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f972a2c87e06845d7e603ede176c7bc7/appsheet.png "Product Avatar Image")

AppSheet

](https://www.g2.com/products/appsheet/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_13aba37ae908d9cf29a2452925257ccc/azure-databricks.jpeg "Product Avatar Image")

Azure Databricks

](https://www.g2.com/products/azure-databricks/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_072232548a7a15072969c18d6ea3e2f8/boomi-data-integration.jpg "Product Avatar Image")

Boomi Data Integration

](https://www.g2.com/products/boomi-data-integration/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_5a70c0e0f26ded6f6c6813e514d2fa20/claude.png "Product Avatar Image")

Claude

](https://www.g2.com/products/claude/reviews)[
View all
](https://www.g2.com/products/google-cloud-bigquery/integrations)

**Panoply**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_d6b6650425eafc5c72f230cad744ad29/adobe-marketo-engage.png "Product Avatar Image")

Adobe Marketo Engage

](https://www.g2.com/products/adobe-marketo-engage/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_3d8a73f469261c6614cb56ce5698db3f/adroll.png "Product Avatar Image")

AdRoll

](https://www.g2.com/products/adroll/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_baf1cdd1a031123754018cf632efad7c/airbrake.png "Product Avatar Image")

Airbrake

](https://www.g2.com/products/airbrake/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-cloudsearch.jpg "Product Avatar Image")

Amazon CloudSearch

](https://www.g2.com/products/amazon-cloudsearch/reviews)[
View all
](https://www.g2.com/products/panoply/integrations)

Screenshots

**Google Cloud BigQuery**
 ![Google Cloud BigQuery screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1235544/BigQuery-screenshot-Capterra.png)

**Panoply**
 ![Panoply screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/75311/Data-Sources-Page.png)

**Ratings**
from reviews

Meets Requirements

**Google Cloud BigQuery**

**8.8** /10

Based on 632 responses

**Panoply**

**8.8** /10

Based on 63 responses

Ease of Use

**Google Cloud BigQuery**

**8.7** /10

Based on 650 responses

**Panoply**

**8.9** /10

Based on 65 responses

Ease of Setup

**Google Cloud BigQuery**

**8.7** /10

Based on 422 responses

**Panoply**

**9.4** /10

Based on 41 responses

Ease of Admin

**Google Cloud BigQuery**

**8.5** /10

Based on 232 responses

**Panoply**

**9.3** /10

Based on 37 responses

Quality of Support

**Google Cloud BigQuery**

**8.3** /10

Based on 572 responses

**Panoply**

**9.3** /10

Based on 63 responses

Has the product been a good partner in doing business?

**Google Cloud BigQuery**

**8.6** /10

Based on 226 responses

**Panoply**

**9.5** /10

Based on 39 responses

Product Direction (% positive)

**Google Cloud BigQuery**

**9.2** /10

Based on 617 responses

**Panoply**

**8.0** /10

Based on 59 responses

**Features**
ratings from reviews

ETL Tools

**8.9** /10

Based on 126 responses

**8.8** /10

Based on 16 responses

Data Warehouse

**8.7** /10

Based on 279 responses

**7.7** /10

Based on 25 responses

Columnar Databases

**8.7** /10

Based on 76 responses

Not enough data

Uncover more feature rated insights from real users to improve your shopping experience.

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Data Clean Room

**8.9** /10

Based on 24 responses

Not enough data

Predictive Analytics

**8.6** /10

Based on 81 responses

Not enough data

Marketing Analytics

**8.9** /10

Based on 71 responses

Not enough data

Big Data Processing and Distribution

**8.7** /10

Based on 204 responses

Not enough data

Big Data Analytics

**8.5** /10

Based on 320 responses

Not enough data

User Insights

**Reviewers' Company Size**

Small-Business(50 or fewer emp.)
27.6%

Mid-Market(51-1000 emp.)
34.2%

Enterprise(\> 1000 emp.)
38.3%

Small-Business(50 or fewer emp.)
27.6%

Mid-Market(51-1000 emp.)
34.2%

Enterprise(\> 1000 emp.)
38.3%

Small-Business(50 or fewer emp.)
46.8%

Mid-Market(51-1000 emp.)
44.3%

Enterprise(\> 1000 emp.)
8.9%

Small-Business(50 or fewer emp.)
46.8%

Mid-Market(51-1000 emp.)
44.3%

Enterprise(\> 1000 emp.)
8.9%

**Reviewers' Industry**

[![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery")](https://www.g2.com/products/google-cloud-bigquery/reviews)
Google Cloud BigQuery

Information Technology and Services
15.0%

Computer Software
13.5%

Retail
7.1%

Financial Services
6.8%

Marketing and Advertising
5.2%

Other
52.5%

[![Panoply](https://images.g2crowd.com/uploads/product/hd_favicon/84b52122860311ab476d8ad7f5a8ed1e/panoply.svg "Panoply")](https://www.g2.com/products/panoply/reviews)
Panoply

Information Technology and Services
8.9%

Marketing and Advertising
7.6%

Computer Software
7.6%

Apparel & Fashion
6.3%

Retail
5.1%

Other
64.6%

Alternatives

**Google Cloud BigQuery Alternatives**

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)

 ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")

[
Databricks
](/products/databricks/reviews)

 ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera")

[
Cloudera
](/products/cloudera/reviews)

 ![Amazon Redshift](https://images.g2crowd.com/uploads/product/hd_favicon/1528476479/amazon-redshift.svg "Amazon Redshift")

[
Amazon Redshift
](/products/amazon-redshift/reviews)

**Panoply Alternatives**

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)

 ![Amazon Redshift](https://images.g2crowd.com/uploads/product/hd_favicon/1528476479/amazon-redshift.svg "Amazon Redshift")

[
Amazon Redshift
](/products/amazon-redshift/reviews)

 ![Fivetran](https://images.g2crowd.com/uploads/product/hd_favicon/1526948884/fivetran.svg "Fivetran")

[
Fivetran
](/products/fivetran/reviews)

 ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")

[
Databricks
](/products/databricks/reviews)

## BigQuery vs Panoply FAQs

Generated using AI

Last updated: August 15, 2026

### What is the difference between BigQuery vs Panoply?

BigQuery and Panoply are both highly rated data warehouse platforms, but BigQuery is favored for speed and scalability while Panoply stands out for ease of setup and customer support.

| [BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | [Panoply](https://www.g2.com/products/panoply/reviews) |
| --- | --- |
| 4.5/5 (1,224 reviews) | 4.5/5 (83 reviews) |
| Enterprise | Small-Business |
| 8.7 | 9.4 |
| 8.3 | 9.3 |
| Speed | Customer Support |

### How do the pricing models of BigQuery and Panoply compare?

Panoply is rated higher for price satisfaction, with reviewers expressing greater value sentiment compared to BigQuery.

- **BigQuery:** Reviewers frequently mention unpredictable or high costs, especially for large or unoptimized queries, but appreciate the pay-as-you-query model for its flexibility.
- **Panoply:** Reviewers highlight Panoply's competitive pricing and flat pricing model, though some note recent price increases; overall, satisfaction with value is higher.

### What are the best alternatives to BigQuery and Panoply?

The top three alternatives to BigQuery and Panoply are Snowflake, Databricks, and Cloudera.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | 4.5/5 (1,224 reviews) | Enterprise | Reviewers cite unpredictable costs for large queries | Speed |
| [Panoply](https://www.g2.com/products/panoply/reviews) | 4.5/5 (83 reviews) | Small-Business | Reviewers highlight competitive and flat pricing | Customer Support |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | — | — |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1,366 reviews) | Enterprise | — | — |
| [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | — | — |

### Which Data Warehouse features should I prioritize when comparing BigQuery and Panoply?

Buyers should prioritize ease of setup, quality of support, integrations, scalability, and cost predictability when comparing BigQuery and Panoply.

- **Ease of Setup:** BigQuery scores 8.7, Panoply 9.4.
- **Quality of Support:** BigQuery scores 8.3, Panoply 9.3.
- **Integrations:** BigQuery has 110 all-time integration mentions; Panoply has 1.
- **Scalability:** BigQuery has 99 all-time scalability mentions; Panoply does not have a published count.
- **Cost Predictability:** BigQuery has 112 all-time mentions of being expensive or unpredictable; Panoply reviewers highlight competitive and flat pricing.

### What are the pros and cons of BigQuery vs Panoply?

BigQuery's headline strength is speed and scalability, while Panoply's is ease of setup and customer support.

- **BigQuery strengths:** Speed (126 all-time mentions), scalability (99), integrations (110), fast querying (105), and ease of use (129).
- **BigQuery trade-offs:** Expensive or unpredictable costs (112), complex UI for beginners, and query optimization required for cost control.
- **Panoply strengths:** Customer support (reviewers consistently cite responsive and helpful support), ease of setup (9.4 score), and user-friendly interface.
- **Panoply trade-offs:** Some reviewers mention limited features and recent price increases.

### Is BigQuery or Panoply better for small businesses?

Panoply is better suited for small businesses, as reflected by its largest reviewer segment and positive small-business sentiment.

- **BigQuery:** Largest segment is Enterprise; reviewers note a steeper learning curve and complexity for smaller teams.
- **Panoply:** Largest segment is Small-Business; reviewers highlight ease of use, quick setup, and strong support for non-developers.

### Which Data Warehouse platform has better integrations?

BigQuery is favored for integrations, with a significantly higher number of reviewer-cited integration mentions.

- **BigQuery:** Looker (63 all-time mentions), Tableau (32), Snowflake (15).
- **Panoply:** Looker (2 all-time mentions).

### How do BigQuery and Panoply compare on customer support?

Panoply scores materially higher than BigQuery on Quality of Support, with a 1.0-point advantage (9.3 vs 8.3).

- **BigQuery:** Reviewers describe support as adequate but note variability depending on support tier and complexity of issues.
- **Panoply:** Reviewers consistently praise Panoply's responsive, knowledgeable, and hands-on customer support, often citing it as a key differentiator.

### Which is easier to implement, BigQuery or Panoply?

Panoply is easier to implement than BigQuery, with a 0.7-point higher Ease of Setup score (9.4 vs 8.7).

- **BigQuery:** Reviewers note straightforward setup for those familiar with SQL and Google Cloud, but mention a learning curve for beginners and complex permission management.
- **Panoply:** Reviewers highlight very easy and fast setup, minimal technical requirements, and a user-friendly interface, especially for small teams and non-developers.

### Which product has better Cloud?

BigQuery is more frequently cited for its cloud capabilities, with 64 all-time mentions of Google integration and strong reviewer sentiment for cloud scalability.

- **BigQuery:** 64 all-time mentions of Google integration, frequent praise for cloud scalability and serverless architecture.
- **Panoply:** Reviewers describe Panoply as a cloud-based data warehouse with easy setup and management, but with fewer explicit cloud-related mentions.