Software Alternatives & Startups

Panel VS Hotjar

Compare Panel VS Hotjar and see what are their differences

Panel

High-level app and dashboarding solution for Python

Rating
0 reviews
Pricing
Open source
Hotjar

The #1 Leader in Heatmaps, Recordings, Surveys & More. Sign up for a 15-day free trial and start learning from real user behavior today!

Rating
2.3 · 8 reviews
Pricing
Freemium Free trial €39 / Monthly (Starting at: 3,000 Recordings per month with unlimited Heatmaps)
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Hotjar might be a bit more popular than Panel. We know about 13 links to it since March 2021 and only 10 links to Panel.

social mentions
10 vs 13
Web App popularity
100% vs 0%
alternatives listed
45 vs 240+

Base details

Website, pricing, platforms and company facts side by side.

Panel
Hotjar
Website panel.holoviz.org hotjar.com
Pricing
Open source
Freemium Free trial €39 / Monthly (Starting at: 3,000 Recordings per month with unlimited Heatmaps) Official pricing
Company — Startup from Malta · 2014
Listed in

About Panel and Hotjar

In their own words, as submitted to SaaSHub.

Panel
Hotjar

No description of Panel yet.

Hotjar's product experience insights make it easy to understand what users are really doing on your site. Visualize behavior on your site with Heatmaps Eliminate guesswork with user Recordings Understand the reasons behind behavior with Surveys and Incoming Feedback

Read more about Hotjar

Features and specs

What each product offers, as listed by its team.

Panel 5 features
Hotjar 4 features
  • Flexibility
    Panel provides a flexible framework for creating interactive web applications, dashboards, and complex visualizations using Python, allowing developers to leverage their existing Python code without needing to switch to JavaScript or another language.
  • Integration with HoloViz Ecosystem
    Panel integrates seamlessly with other HoloViz tools like HoloViews, GeoViews, and Datashader, enhancing its capabilities for building rich, data-visualization-centric applications.
  • Support for Multiple Backends
    It supports multiple backends, including Bokeh, Plotly, and Matplotlib, giving developers the flexibility to choose their preferred plotting library for rendering their visualizations.
  • Dynamic and Reactive Features
    Panel supports dynamic and reactive UI components that update automatically as data changes, facilitating the creation of interactive and live data applications.
  • Easy Deployment
    Applications built with Panel can be easily deployed on the web using various options, including deploying on Heroku, AWS, or with simple HTTP servers, which helps in transitioning from development to production.

Possible disadvantages

  • Steep Learning Curve
    For those unfamiliar with the HoloViz ecosystem or Python-based web development, there can be a steep learning curve associated with mastering Panel and its related tools.
  • Performance Limitations
    While Panel is powerful, it may not perform as well as JavaScript-native solutions for extremely high-frequency, real-time data updates due to the overhead of Python-to-JavaScript communication.
  • Limited Community and Resources
    Although growing, the community and resources are not as extensive as some other more-established frameworks like React or Angular, which may lead to a lack of readily available support or third-party plugins.
  • Complexity with Large Applications
    As applications grow in size and complexity, managing state and ensuring efficient communication between components can become challenging.
  • Dependency on Python Environment
    Panel applications require a running Python environment, which can complicate deployment or hosting compared to purely static or client-side applications.
  • Heatmaps
    Visually represent where users click, move, and scroll on your site. With this context, you'll learn how users really behave.
  • Recordings
    Live playbacks of users on your site.
  • Surveys
    Bring the voice-of-customer to your decision making.
  • Incoming Feedback
    A real-time suggestion box on your site, that lets users express frustration or delight about individual parts of your site.

Analysis

An editorial look at what each product does well and who it suits.

Panel
Hotjar

No analysis of Panel yet.

Overall verdict

  • Overall, Hotjar is considered a good tool for businesses looking to gain deeper insights into user behavior and enhance their websites based on real user data. It offers a combination of qualitative and quantitative analytics which adds a significant advantage for understanding key user interaction points.

Why this product is good

  • Hotjar is a popular analytics tool that provides heatmaps, session recordings, and surveys to help businesses understand user behavior on their websites. It is praised for its ease of use, intuitive interface, and comprehensive features that offer valuable insights into how users interact with a site. Additionally, it enables businesses to collect direct feedback from users, helping to identify areas for improvement and optimize user experience.

Recommended for

    Hotjar is recommended for small to medium-sized businesses, eCommerce sites, and startups looking to improve their website's user experience. It is also suitable for UX/UI designers and product managers who want detailed analytics without the complexity of larger enterprise-level tools. However, larger organizations may want to consider more robust analytics platforms that can handle and analyze larger volumes of data.

Videos

Walkthroughs and reviews on video.

Panel 3 videos + Add
Hotjar 4 videos + Add

Ready To Love S7 E8 PANEL REVIEW WITH SPECIAL GUEST #readytolove

More videos

  • - Solar Panel Shenanigans Bluetti Review
  • - BLUETTI PV420 420w Water Resistant Portable Solar Panel Review

What is Hotjar?

More videos

  • - Invision prize Hotjar's straightforward, shareable insights
  • - Why you should be using Hotjar Analytics
  • - Google Analytics vs. Hotjar - Which one should you use?

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Panel
Hotjar
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

User comments

Share your experience with using Panel and Hotjar. For example, how are they different and which one is better?

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Panel no reviews yet
Hotjar 2.3 · 8 reviews

We have no reviews of Panel yet. Be the first one to post

  • 7 Best Product Discovery Tools for High-Growth B2B SaaS Teams (2026)
    www.laneapp.co · Jan 2026

    Hotjar is a behavioral analytics tool that provides heatmaps and session recordings. In the discovery process, it acts as the "eyes," showing where users get stuck, click out of frustration, or ignore a new feature...

  • 10 Best Mixpanel Alternatives for Product Analytics in 2024
    clickup.com · Oct 2024

    Hotjar is an all-in-one feedback and analytics software suite to optimize your website and make data-driven decisions. Hotjar Observe is the suite’s most popular Mixpanel alternative—pair it with Hotjar Ask, Hotjar...

  • Love it
    SaaSHub review
    · Oct 2024

    I've been using Hotjar for a few months, and it's been a perfect tool for understanding how users interact with my website. The heatmaps and session recordings are especially helpful for identifying problem areas, and...

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Panel 10 mentions
Hotjar 13 mentions
  • Show HN: Manganite – Quickly turn Jupyter notebooks into web apps
    Manganite allows easy conversion of Jupyter notebooks into dashboards. Simply annotate existing notebooks with Jupyter magics and serve them as interactive web apps. Manganite has been created to empower master and doctoral students in... - Source: Hacker News / almost 3 years ago
  • What python library you are using for interactive visualisation?(other than plotly)
    Https://panel.holoviz.org/ It's a web app framework for Python similar to what Dash does for plotly. It plays nicely with bokeh visuals and I think the front-end is built using bokeh css elements. Source: over 3 years ago
  • How to approach GIS and which language to use
    If you want to build Python dashboards, look at the solara (react-style lib, https://solara.dev/) and panel (https://panel.holoviz.org/). Source: over 3 years ago

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Alternatives to Panel and Hotjar

When comparing Panel and Hotjar, you can also consider the following products.