Looker Studio

The Complete Guide to Solving Common Looker Studio Limitations

Published: April 07, 2025

Looker Studio turns raw data into interactive dashboards, which makes it a go-to tool for marketing agencies. But no reporting tool is perfect, and Looker Studio is no exception. Slow load times, data blending issues, and missing values can turn a simple report into a frustrating mess.

This guide lays it all out – we pinpoint the most common problems you’re likely to run into and what to do when they happen. You’ll find clear, practical fixes for Looker Studio’s biggest headaches, so you can focus on building great reports instead of wasting hours on troubleshooting forums. 

Key Features of Looker Studio

Looker Studio (formerly Google Data Studio) allows marketers to track key metrics and make informed decisions to boost campaign success.

The platform offers a large range of features, which can overwhelm new users. Below are the core Looker Studio features all users should know. 

1. Intuitive Web Interface

Looker Studio’s web-based report editor makes building eye-pleasing dashboards easy and efficient. The drag-and-drop interface lets users add charts, tables, and filters onto a snap-to-grid canvas.

2. Pre-Built Report Templates

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Create a new report on the Looker Studio home page. 

Looker Studio provides a gallery of pre-built templates to save agencies time on report creation. Users can select from Google’s templates or create custom layouts.

Some easy go-to templates are also available under the Templates tab on the right-hand sidebar, once you sign in to your Looker Studio account. 

3. Data Connectivity

Looker Studio supports over 1,000 data sources through pre-built connectors, including Google Analytics, Google Ads, and third-party platforms. These connectors are basically pipelines that link data to reports, which eliminates manual data entry and streamlines reporting.

Data sources marketplace with a range of third party integrations
Data sources marketplace with a range of third-party integrations.

Just a heads up – only a handful of data sources (mainly within Google’s ecosystem) are free. If you need a source that’s not directly affiliated with Google, get ready to pay for a third-party data connector – from $29 to several thousand dollars per month. 

4. Customizable Visualizations

Looker Studio offers a variety of chart types, including:

  • Line charts
  • Bar graphs
  • Pie charts
  • Scatter plots
  • Heat maps

Style your reports with custom fonts, colors, gridlines, and legends to match your client’s brand image.

Looker Studio Limitations

Despite its powerful features, Looker Studio has key limitations that can hinder agencies’ ability to creat and manage reports efficiently. Below are the most common problems users run into  and how to solve them.

#1 Data Blending Limitations 

Looker Studio’s data blending feature lets you merge multiple datasets into a single view – but it comes with drawbacks that can disrupt your reporting process.

Limited Number of Data Sources

Looker Studio restricts data blending to five sources per dataset. For agencies managing multi-channel campaigns, the limit forces less-than-ideal tradeoffs or hacks. 

Example Scenario:

A digital agency may want to blend data from:

  • Google Ads (PPC performance)
  • Facebook Ads (social media campaigns)
  • Google Analytics (website traffic)
  • HubSpot (lead tracking)
  • Shopify (conversion insights)

Hit the five-source ceiling? You’ll need to cut vital platforms or split analysis across multiple reports, which makes it harder to give clients an overall performance picture. 

Quick Fix: Pre-Blend with Google Sheets

Bypass the five-source limit with this workaround:

  1. Create a Google Sheet with separate tabs for each data
  2. Structure the sheet with consistent date formats and column labels.
  3. In Looker Studio, connect the dataset by selecting Add Data → Google Sheets.
  4. Use the unified dataset to build dashboards.

Learn how to integrate Google Sheets to Looker Studio.

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No Cross-Report Data Reuse

Agencies cannot reuse blended datasets across multiple reports. When different teams need similar blended data for their dashboards, they must recreate the entire blended dataset from scratch – wasting hours doing the same work.

Best Solution: Create a master dataset. Store your blended data in BigQuery or Google Sheets, then import as a single source:

  • Standardize your metrics, data formats, and calculations in one central location.
  • Import this master dataset as a single data source in Looker Studio.
  • Connect all your reports to this same dataset.
  • Build consistent reports from this pre-blended foundation.

Handling Missing Data in Blended Sources

Looker Studio provides no protection against missing values in blended datasets, which can lead to inaccurate performance reporting. Missing data, such as nulls or unknowns, can arise from various sources, including:

  • Incomplete data entry by team members
  • System errors during data collection
  • Data-formatting differences across platforms 

You must manually hunt down and clean these missing values – a slow, error-prone process that eats hours of valuable time. And if you miss them? Your reports could mislead clients and cause them to lose trust in your agency.  

Quick Fixes for Missing Data:

  • Auto-repair values with Google Sheets formulas like IFERROR and COALESCE before importing to Looker Studio.
  • to automatically replace missing values before importing data into Looker Studio.
    Filter out incomplete records using Looker Studio’s Data Control feature.
  • Pre-clean your data with third-party tools or scripts like OpenRefine or Trifacta.

Learn more about client reporting with Google Sheets

Performance Issues with Blended Data

Adding more data sources to a blend can result in dramatic slowdowns in Looker Studio. 

Looker Studio users complain that dashboards with multiple blended data sources load slowly may freeze during use. This slowdown frustrates users and forces agencies to make an impossible choice: comprehensive data or usable reports?

Performance problems can ultimately limit the depth of analysis. Teams may trade inclusive data for ease of use, which means clients get less in-depth insights. 

Quick Fixes for Performance Issues:

  • Ruthlessly eliminate unnecessary fields and metrics
  • Remove unnecessary fields and metrics.
  • Pre-aggregate data (use monthly instead of daily data where possible)
  • Move data blending work outside Looker Studio entirely.
  • Upgrade to BigQuery to handle large datasets.

#2 User Interface and Experience Roadblocks

Looker Studio markets itself as user-friendly, but real use shows its user interface isn’t the easiest for client reporting.

Limited Custom Options

Looker Studio provides basic formatting options for dashboards and visualizations. But its lack of advanced customization features may disappoint agencies with demanding clients.

Marketing agencies often need to tailor reports to display client branding or unique visuals. Looker Studio’s modest options for custom colors, fonts, and layouts make it a challenge to create truly professional, client-branded dashboards.

Quick Fixes for Customization Limits:

  • Get the most from existing options by accessing the Style tab in the left sidebar for each widget.
  • Add client branding by inserting logos with the image widget.
  • Consider alternatives that offer full white-labeling capabilities.
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Build visual reports that match your client’s branding Start a 14-day free trial and explore the best Looker Studio alternative.

Lagging Interface

Looker Studio’s interface can slowdown, freeze, or stutter when tasked with multi-channel reports or complex calculations. For agencies juggling data from dozens of campaigns or platforms, this is more than annoying – it can disrupt or shutdown workflows. What’s worse, data sources may disconnect entirely, meaning you’ll have to restart from scratch.

Quick Fixes for Interface Lag:

  • Apply filters to fetch only the data strictly needed for daily reporting.
  • Combine data and do calculations outside Looker Studio with Excel or Google Sheets.
  • Sum up data points instead of showing raw values when possible.
  • Remove unneeded widgets that drain processing power.

Complex Workflow Even for Advanced Users

Looker Studio requires a lot of manual steps for setting up charts and blending data – tedious even for power users. Marketing agencies often need to create detailed dashboards that combine data from various sources, such as SEO tools, PPC platforms, and social media analytics. The platform lacks the automation features of advanced modern business intelligence tools. Teams have to recreate the same parts from scratch for multiple reports.

Bottom line: Looker Studio’s workflow can steal hours from a marketer’s day – all for grunt work that other tools automate.

Quick Fixes for Workflow Inefficiency:

  • Create reusable dashboard templates, charts, and settings to speed up new client reports.
  • Save custom widgets to speed up custom feature creation. 
  • Use third-party automation tools to reduce manual work. 

#3 Data Analysis Challenges

Let’s get one thing straight: Looker Studio is primarily a visualization tool. Even with newly introduced features for improved data analysis, it still trails reporting platforms made for marketing agencies.

Surface-Level Analytics

Looker Studio is great for basic reporting. But for advanced calculations or forecasting, agencies usually need another tool to pick up the slack.

Quick Fix for Limited Analytics: 

Couple Looker Studio with advanced data processing platforms for complex analyses and predictive modeling:

  • Choose a platform like BigQuery, Amazon Redshift, or Snowflake for your needs and budget.
  • Connect your data sources to the chosen platform.
  • Set up the platform and run calculations directly within it.
  • Import analyzed data to Looker Studio with its native data connectors.
  • Present these deeper insights in client-facing dashboards.

Lack of Real-Time Analysis

Real-time insights help to keep marketing agencies on top of their game. They allow them to  closely watch and adjust campaigns based on the freshest metrics. A big drawback of Looker Studio is that it doesn’t natively support real-time dashboard updates. For campaigns where every minute counts, this data delay can cost clients thousands in wasted ad spend before problems show in your reports. As a result, agencies may ultimately lose momentum in highly competitive markets.

Looker Studio Data Refresh Limits:

  • Looker Studio Free: Auto-refreshes every 15 minutes (manual refreshes allowed).
  • Looker Studio Pro: Auto-refreshes as frequently as every 5 minutes (for supported connectors, like BigQuery).

Learn the difference between Looker Studio free vs pro.

Note: Updates for third-party connectors as well as data sources themselves vary. Don’t expect them all to refresh on the same schedule. 

Quick Fixes for Refresh Limitations:

First, optimize your current settings:

  1. Select the data source on your report.
  2. Open Data freshness settings.
  3. Choose the fastest refresh option available.
  4. Set your refresh interval to the minimum allowed (15 or 5 minutes).

For more frequent updates:

  • Manually refresh – a good idea before client calls.
  • Pull data to Google Sheets more often with Google Apps Script. 
  • Use BigQuery’s scheduled queries (available in free tier) for faster refreshes.
  • Consider alternatives with built-in real-time reporting.
Set regular data pulls from Google Sheets
Set regular data pulls from Google Sheets.

#4 Performance Bottlenecks

Performance issues are common when working with Looker Studio, especially when handling the data volumes typical in marketing agencies.

Slow Loading Times

Dashboards with multiple data sources or complex queries often slow down  What’s worse, it’s more prone to happen at times performance matters most – like when presenting to clients. These delays stem from Looker Studio’s inherent architecture limitations rather than your network speed. The issue is mainly due to Looker Studio’s infrastructure, but network latency or resource limits can worsen it. 

Quick Fixes for Slow Loading:

Optimize data handling and dashboard design:

  • Reduce the number of widgets and tables on each page to speed up rendering.
  • Organize your dashboard so each tab uses a single data source.
  • Are daily data-checks a must? If not, use Looker Studio’s Extract Data connector to create a cached data subset.

More tips on how to speed up Looker Studio

Crashes When Working With Large Datasets

When they work with larger datasets in Looker Studio, agencies may face an issue that seriously disrupts workflows: frequent crashes and errors. The easiest solution is to avoid importing bigger datasets to reports and dashboards – obviously not ideal. Luckily there are other ways to prevent crashes.

Quick Fixes to Prevent Crashes:

  • Combine data at the source level (or your data warehouse) before importing.
  • Apply strict filters to include only must-have data points. 
  • Save your work frequently to prevent complete loss during crashes.

Collaboration Errors

Looker Studio users often complain about errors when multiple users access and edit the same report. Although Looker Studio advertises its collaboration features, experience shows that multi-user real-time report editing can become glitchy to downright chaotic. 

Quick Fix for Collaboration Issues:

  • It’s not ideal, but try to limit users accessing reports at the same time.
  • Implement a check-out system where team members notify others before editing.
  • Schedule editing windows during off-peak hours to reduce server strain.
  • Create separate working copies for each team member, then merge changes manually.

#5 Data Volume and Row Limits

Looker Studio has limits on data volume that may conflict with the reporting needs of marketing agencies in the real world. 

Row Limits

Looker Studio generally supports up to 1 million rows per dataset, but in practice, limits may be much lower depending on the data connector. For example, connectors like SQL Server limit datasets to 150,000 rows – a bit tight for agencies managing lots of campaign data across multiple platforms.

Best solution:

  • Combine data directly at the source (e.g., in BigQuery or your database) to lower row count before importing.
  • Use time-period or other filters to focus on the most relevant data segments.
  • Use Looker’s Extract Data connector to create smaller, cached subsets of your dataset for reporting.
  • Divide up your data into a few related reports. 

File Size Limitations

When uploading CSVs or other formats directly into Looker Studio, you’ll hit hard size limits: 100MB per dataset and 2GB total storage per user.

For agencies handling lots of campaign data, these limits aren’t hard to exceed within just a few client reports. This means tough choices about which data to keep and which to leave out.

Quick Fixes for File Size Issues:

  • Remove unneeded columns before uploading files.
  • Move to cloud storage like Google Cloud Storage or BigQuery for larger datasets.
  • Remove unused datasets and connections to free up storage space. 
Failed to upload file using built in data connector due to the file size
Failed to upload file using built-in data connector due to the file size.

#6 Connectivity and API Limits

Agencies often face connectivity issues, like API limitations, when integrating Looker Studio with other tools or dealing with large-scale reporting workflows. 

One hidden bottleneck in Looker Studio isn’t the platform itself – it’s the restrictive API quotas for connecting to data sources like Google Analytics 4 and other platforms. 

Quota Limits on API Calls

Looker Studio relies on APIs to connect with data sources like Google Analytics 4. These APIs have quotas on hourly and simultaneous usage, and once used up, data refreshes come to a halt. Users really feel it with GA4, which offers significantly lower API quotas than Analytics 360, causing agencies to hit limits rapidly when multiple team members access reports at the same time.

Quota limits of Google Analytics 4 vs. Analytics 360
Quota limits of Google Analytics 4 vs. Analytics 360.

Quick Fixes for API Limitations:

  • Create cached snapshots with the Extract Data connector.
  • Don’t update all reports at the same time. Spread it out.
  • Watch your quota usage and set up alerts when near limits.
  • Consider upgrading to Analytics 360 for key reporting needs.

Connector Stability

Looker Studio supports a wide range of connectors, but how reliable are they? The truth is, it varies quite a bit. For example, platforms like HubSpot or Mailchimp might frequently disconnect or fail to pull data during peak usage periods – like right before client presentations or during key reporting windows.

Quick Fixes for Connector Issues:

  • Test all connectors before adding them to client dashboards
  • Keep backup snapshots of important reports with the Extract Data connector.
  • Regular disconnect and reconnect data connectors
  • Have backup PDFs ready for emergency situations. 
Error related to disconnected data connectors on Looker Studio
Error related to disconnected data connectors on Looker Studio.

#7 Mobile Viewing Issues

The world is becoming increasingly mobile-first world. Unfortunately, Looker Studio’s dashboards are not keeping up. Looker Studio doesn’t function well on mobile screens – where busy executives often need to access them. Reports are often cluttered and difficult to navigate. 

Quick Fixes for Mobile Limitations:

  • Design primarily for desktop but test on mobile devices.
  • Use large font sizes and simple charts for better mobile viewing.
  • Use Looker Studio’s mobile preview when building a report.
  • Consider mobile viewers like Looker Studio Viewer app.
  • Create separate mobile-first versions of critical dashboards.
mobile friendly report example
Looker Studio Viewer app.

#8 Known Bugs and Common Issues

Just when you think your Looker Studio report is up and running – here comes an error message. Luckily, power users have found fixes for the most common bugs and issues agencies face in day-to-day reporting flows.

Unresponsive Pages and System Errors

Users sometimes run into unresponsive pages or error messages, like System error or Looker Studio is not available. They are usually due to temporary network glitches or backend issues.

Best solution:

  1. Close and reopen your browser window.
  2. Clear browser cache and cookies.
  3. Switch to a different browser.
  4. Restart your device as a last resort

Error still there? Check the Google Cloud status page to see if the system is facing any outages.

Tracking Google products status
Tracking Google products’ status.

Access Issues

Many users encounter the frustrating “We are sorry, but you do not have access to Looker Studio” error – even when they certainly should have access. At worst, they can happen during important meetings or work periods, affecting client reviews and team collaboration.

Best solution:

  • Ask your agency’s Google Workspace admin to enable Looker Studio for your account.
  • Make sure your Google Workspace or Cloud Identity settings include permissions for Looker Studio.
  • Create separate service accounts for important reports to avoid permission issues. 
Error message when the user doesnt have access to the Looker Studio report
Error message when the user doesn’t have access to the Looker Studio report.

Data Connection Issues

Error messages like “Missing data source,” “No data set access,” or “Database connection error” appear regularly in Looker Studio. These issues are due to deleted data sources, broken connectors, or outdated authorizations. They’re frustrating and break your dashboards, but there are solutions. 

Missing data source error message in Looker Studio
Missing data source error message in Looker Studio.

Quick Fixes for Connection Failures:

  • Edit broken components and reconnect to valid data sources.
  • Refresh data source fields with the refresh button.
  • Remove and re-add the data source.
  • Revoke Looker Studio’s access to your Google account, then restore it. 
  • Make sure connector authorizations haven’t expired.
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Chart Settings Errors

If you see a Chart configuration incomplete or Invalid combination of metrics and dimensions error, there’s a big chance that you’re using incompatible fields or the calculated fields contain errors.

Quick Fixes for Chart Errors:

  • Fix or remove invalid calculated fields in your reports.
  • Select different fields that are compatible with your chart type.
  • Refresh or reconnect data sources used in the charts.
Chart configuration incomplete error message in Looker Studio
Chart configuration incomplete error message in Looker Studio.

User Interface Errors

Looker Studio users sometimes face UI issues such as missing elements, broken features, or error messages like Sorry! We can’t save this report right now. These errors are usually due to browser extensions or software versions that are outdated or incompatible. At worst, they can cause total loss of whatever you were working on. 

Quick Fixes for UI Problems:

  1. Update your browser to the latest version.
  2. Update your operating system.
  3. Disable all browser extensions and add-ons when using Looker Studio.
  4. Clear cache and cookies.
  5. Work in incognito/private mode to avoid extension conflicts.
  6. Use Chrome exclusively, as it tends to have fewer compatibility issues.
Looker Studio is not available right now error message
Looker Studio is not available right now error message.

#9 Support and Pricing

Platform limitations and errors are not the only issues that could disrupt reporting workflows in marketing agencies. A lot of users feel that Looker Studio’s support is not as helpful as it should be. They also point to unexpected costs that can add up in real-world use. 

Limited Support Options

The Pro version of Looker Studio offers direct customer support. However, free-tier users lack direct access to support and have to deal with technical issues themselves. Free users have access to:

​Agencies that can’t solve technical issues in-house typically hire Looker Studio experts or developers to fix data-integration problems or common errors.

Additional Costs

Even though most Looker Studio features are free, fast-growing agencies with dozens of clients may find that free in theory doesn’t mean free in practice. They may feel forced to switch to Pro or buy additional tools for performance reporting. 

Third-party integrations

Marketing agencies can use Looker Studio’s free integrations with Google products and various databases. However, when it comes to third-party data connectors, like Facebook Ads, LinkedIn Ads, or CRMs,  price points can range from $29/month up to a few thousand dollars, depending on the integration and the database size.

There’s really no way out of it: Looker Studio users who want third-party connectors, will have to pay extra for them – and the costs can climb fast. Alternatively, they can look into other reporting platforms that offer a larger range of integrations with their monthly subscription. For example, Swydo offers over 35 integrations with various platforms, and its subscription starts at just $49.

Conclusion

Looker Studio works well for basic data visualization. But its promise of forever-free, easy reporting shows its cracks in the experiences of real-world users. Its performance bottlenecks and limited features make complex analysis challenging. While fixes and workarounds exist for some issues, they’re often temporary, and the same bugs, glitches, lags, and Looker Studio is not available errors will likely return again. 

Choosing the right reporting tool is important for marketing agencies. It has a major impact on the insights they provide, their campaign success, client happiness, and continuing growth. How do you want to invest – In bits and pieces that add up over time, or in a more complete solution made for marketing agencies’ specific reporting needs? Besides Looker Studio, test alternatives like Swydo that offer simple yet powerful data analysis, more built-in data integrations, and reliable support, all in one. 

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