Anaconda vs. ibi WebFOCUS

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Anaconda
Score 8.1 out of 10
N/A
Anaconda provides access to the foundational open-source Python and R packages used in modern AI, data science, and machine learning. These enterprise-grade solutions enable corporate, research, and academic institutions around the world to harness open-source for competitive advantage and research. Anaconda also provides enterprise-grade security to open-source software through the Premium Repository.
$0
per month
ibi WebFOCUS
Score 7.0 out of 10
N/A
The ibi™ WebFOCUS® product is an enterprise business intelligence and analytics solution equipped with data management, visual discovery, predictive analytics, and visualizations. Combining these capabilities and data science in one unified containerized platform, the WebFOCUS® solution can be used to make data-driven decisions across the enterprise and provide reports, dashboards, and customer-facing applications at scale.N/A
Pricing
Anacondaibi WebFOCUS
Editions & Modules
Free Tier
$0
per month
Starter Tier
$9
per month
Business Tier
$50
per month per user
Enterprise Tier
60.00+
per month per user
No answers on this topic
Offerings
Pricing Offerings
Anacondaibi WebFOCUS
Free Trial
NoNo
Free/Freemium Version
YesNo
Premium Consulting/Integration Services
NoNo
Entry-level Setup FeeNo setup feeNo setup fee
Additional Details
More Pricing Information
Community Pulse
Anacondaibi WebFOCUS
Features
Anacondaibi WebFOCUS
Platform Connectivity
Comparison of Platform Connectivity features of Product A and Product B
Anaconda
9.3
Ratings
11% above category average
ibi WebFOCUS
-
Ratings
Connect to Multiple Data Sources9.80 Ratings00 Ratings
Extend Existing Data Sources8.00 Ratings00 Ratings
Automatic Data Format Detection9.70 Ratings00 Ratings
MDM Integration9.60 Ratings00 Ratings
Data Exploration
Comparison of Data Exploration features of Product A and Product B
Anaconda
8.5
Ratings
2% above category average
ibi WebFOCUS
-
Ratings
Visualization9.00 Ratings00 Ratings
Interactive Data Analysis8.00 Ratings00 Ratings
Data Preparation
Comparison of Data Preparation features of Product A and Product B
Anaconda
9.0
Ratings
10% above category average
ibi WebFOCUS
-
Ratings
Interactive Data Cleaning and Enrichment8.80 Ratings00 Ratings
Data Transformations8.00 Ratings00 Ratings
Data Encryption9.70 Ratings00 Ratings
Built-in Processors9.60 Ratings00 Ratings
Platform Data Modeling
Comparison of Platform Data Modeling features of Product A and Product B
Anaconda
9.2
Ratings
9% above category average
ibi WebFOCUS
-
Ratings
Multiple Model Development Languages and Tools9.00 Ratings00 Ratings
Automated Machine Learning8.90 Ratings00 Ratings
Single platform for multiple model development10.00 Ratings00 Ratings
Self-Service Model Delivery9.00 Ratings00 Ratings
Model Deployment
Comparison of Model Deployment features of Product A and Product B
Anaconda
9.5
Ratings
11% above category average
ibi WebFOCUS
-
Ratings
Flexible Model Publishing Options10.00 Ratings00 Ratings
Security, Governance, and Cost Controls9.00 Ratings00 Ratings
BI Standard Reporting
Comparison of BI Standard Reporting features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
7.7
Ratings
6% below category average
Pixel Perfect reports00 Ratings7.00 Ratings
Customizable dashboards00 Ratings9.00 Ratings
Report Formatting Templates00 Ratings7.00 Ratings
Ad-hoc Reporting
Comparison of Ad-hoc Reporting features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
9.3
Ratings
14% above category average
Drill-down analysis00 Ratings8.00 Ratings
Formatting capabilities00 Ratings10.00 Ratings
Integration with R or other statistical packages00 Ratings9.00 Ratings
Report sharing and collaboration00 Ratings10.00 Ratings
Report Output and Scheduling
Comparison of Report Output and Scheduling features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
8.2
Ratings
1% below category average
Publish to Web00 Ratings10.00 Ratings
Publish to PDF00 Ratings8.00 Ratings
Report Versioning00 Ratings6.00 Ratings
Report Delivery Scheduling00 Ratings10.00 Ratings
Delivery to Remote Servers00 Ratings7.00 Ratings
Data Discovery and Visualization
Comparison of Data Discovery and Visualization features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
6.3
Ratings
23% below category average
Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings6.00 Ratings
Location Analytics / Geographic Visualization00 Ratings7.00 Ratings
Predictive Analytics00 Ratings6.00 Ratings
Access Control and Security
Comparison of Access Control and Security features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
9.0
Ratings
6% above category average
Multi-User Support (named login)00 Ratings8.00 Ratings
Role-Based Security Model00 Ratings10.00 Ratings
Multiple Access Permission Levels (Create, Read, Delete)00 Ratings10.00 Ratings
Single Sign-On (SSO)00 Ratings8.00 Ratings
Mobile Capabilities
Comparison of Mobile Capabilities features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
5.9
Ratings
29% below category average
Responsive Design for Web Access00 Ratings9.00 Ratings
Mobile Application00 Ratings3.30 Ratings
Dashboard / Report / Visualization Interactivity on Mobile00 Ratings8.00 Ratings
Application Program Interfaces (APIs) / Embedding
Comparison of Application Program Interfaces (APIs) / Embedding features of Product A and Product B
Anaconda
-
Ratings
ibi WebFOCUS
8.6
Ratings
10% above category average
REST API00 Ratings10.00 Ratings
Javascript API00 Ratings8.00 Ratings
iFrames00 Ratings8.00 Ratings
Themeable User Interface (UI)00 Ratings8.00 Ratings
Customizable Platform (Open Source)00 Ratings9.00 Ratings
Best Alternatives
Anacondaibi WebFOCUS
Small Businesses
Jupyter Notebook
Jupyter Notebook
Score 9.4 out of 10
BrightGauge
BrightGauge
Score 9.1 out of 10
Medium-sized Companies
Posit
Posit
Score 10.0 out of 10
Reveal
Reveal
Score 10.0 out of 10
Enterprises
Posit
Posit
Score 10.0 out of 10
Kyvos Semantic Intelligence Layer
Kyvos Semantic Intelligence Layer
Score 9.9 out of 10
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User Ratings
Anacondaibi WebFOCUS
Likelihood to Recommend
10.0
(0 ratings)
7.0
(0 ratings)
Likelihood to Renew
7.0
(0 ratings)
8.6
(0 ratings)
Usability
9.0
(0 ratings)
8.0
(0 ratings)
Availability
-
(0 ratings)
9.0
(0 ratings)
Support Rating
8.9
(0 ratings)
7.0
(0 ratings)
Online Training
-
(0 ratings)
6.0
(0 ratings)
Implementation Rating
-
(0 ratings)
8.0
(0 ratings)
User Testimonials
Anacondaibi WebFOCUS
Likelihood to Recommend
I have asked all my juniors to work with Anaconda and Pycharm only, as this is the best combination for now. Coming to use cases: 1. When you have multiple applications using multiple Python variants, it is a really good tool instead of Venv (I never like it). 2. If you have to work on multiple tools and you are someone who needs to work on data analytics, development, and machine learning, this is good. 3. If you have to work with both R and Python, then also this is a good tool, and it provides support for both.
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WebFOCUS is a good comprehensive tool for BI for companies. I feel that scenarios where you want the user to interact and be able to ingest data in different formats would be a good use of the tool. Performing data discovery is easier with InfoAssist, especially the most recent versions, and allows users to customize their views and provide comments.
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Pros
  • Installing packages is very easy with Anaconda. Anaconda comes with 'anaconda navigator', a terminal-like utility from which you can easily install R packages and python libraries.
  • Launching R and python IDEs as well as Jupyter notebooks from anaconda navigator is simple, and Anaconda makes it very easy to keep these packages up-to-date.
  • I really like the fact that if you don't want to install the full version of Anaconda, you can opt to install a lightweight version (called Miniconda) that includes less python libraries and only core conda. I've installed it when I didn't want to take up as much disk space as Anaconda requires, but it works just the same.
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  • Webfocus reports all have the option to export to Excel. The excel spreadsheet is always very organized and clean, and the information is very easy to read.
  • Webfocus is able to maintain data from years prior. We can look up what we featured in catalogs and all the sales history attached with it.
  • Webfocus is able to provide support to a variety of departments. For example, our buying team uses it for planning in advance and our marketing team uses the tool to see how categories and products as the selling
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Cons
  • More graphics need in Spyder book. If you work for couple of years then you will be bored with the graphics.
  • Extra tools are required for making it secure. We uses extra tools for adding Username /Password to Jupyter.
  • R Studio Hangs a lot when open from Anaconda Navigator.
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  • The Developer Studio has some bugs. I've faced errors where swapping between our DEV and PROD servers causes that the software stops responding.
  • Easy to find documentation and examples. WebFOCUS has some help with this but it'd be better to provide more real life examples.
  • Sometimes it's harder to code the graphical interface of the report because of the HTML styling.
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Likelihood to Renew
It's really good at data processing, but needs to grow more in publishing in a way that a non-programmer can interact with. It also introduces confusion for programmers that are familiar with normal Python processes which are slightly different in Anaconda such as virtualenvs.
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This software is deeply engrained with my organization and has become a tool that would not easily be replaced without spending more money and resources to get the same results. License cost is comparable to other report writing tools and the capabilities are greater than the competition without having to buy multiple apps to do the same thing.
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Usability
I am giving this rating because I have been using this tool since 2017, and I was in college at that time. Initially, I hesitated to use it as I was not very aware of the workings of Python and how difficult it is to manage its dependency from project to project. Anaconda really helped me with that. The first machine-learning model that I deployed on the Live server was with Anaconda only. It was so managed that I only installed libraries from the requirement.txt file, and it started working. There was no need to manually install cuda or tensor flow as it was a very difficult job at that time. Graphical data modeling also provides tools for it, and they can be easily saved to the system and used anywhere.
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Best BI tool/product I have used. The others don't compare overall. Some can look fancier, but when you actually use them with large data and data from numerous systems/sources that is where most of the competition falls away. I also don't like downtime. I have basically none for a large user base with WebFocus. Even SAP Crystal Reports went down for 4 days once - 4 days because the admin password got locked out due to a glitch and we had zero reports for 4 days. WebFocus has never had more than a few minutes of downtime. It's like a tank that just keeps rolling. There is no other choice for reliable BI.
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Reliability and Availability
No answers on this topic
Tracking availability formally for almost two years and we are at 99.8%
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Support Rating
Anaconda provides fast support, and a large number of users moderate its online community. This enables any questions you may have to be answered in a timely fashion, regardless of the topic. The fact that it is based in a Python environment only adds to the size of the online community.
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They have extremely knowledgeable techs that I have worked with over the years. Some have actually become really good friends of mine. I see them often at local user groups and when we show them how we are using their tools to save millions of dollars throughout the company
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Online Training
No answers on this topic
It's hit and miss, the last class was overcrowded and people were having trouble connecting which took up much of the time. Instructors vary
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Implementation Rating
No answers on this topic
Plan ahead on what data will be accessible and the type of security required on the database and if you will want to use security that is built into the software. It is worth consulting with the vendor on what your plan is and how they recommend you proceed in order to get results you are happy with.
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Alternatives Considered
One of the main competitors to Anaconda can be Google products such as Colab. Colab gives you the flexibility to handle large datasets gives it an edge over Anaconda. But again, the ease of access and usability of Anaconda stacks up against Colab. Besides, Anaconda relies more on your machine which makes it safe to use.
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Above average. Feature wise [Information Builders WebFOCUS] stands out. User friendliness is OK. It can handle the most complex tasks and its extensions with for example R make it extremely versatile. Support is lagging in western Europe, although i am more than happy with current level. With takeover by tipco it remains to be seen how European strategy will evolve
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Return on Investment
  • Positive impact - Multiple options for data presenting , visualizing and sharing. (Eg: R-Markdown).
  • Positive impact - Ease of access to build complex machine learning models. (I work in NLP, it has multiple built in models to analyze the various contexts).
  • Positive impact - Conda package let's to deal with external packages which can be used in Jupyter.
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  • We are not yet a success story. Though we've been implementing WebFOCUS for over a year, we have very few products in our Production portal. Of course, this is not all the responsibility of Information Builders, but we were ill-advised by our 'training coordinator' in our training of staff and coming up to speed with the tools has been very slow.
  • Once skilled analysts and professional IT staff achieve a grasp of the products, they are able to very quickly create polished and well-received products.
  • The DW/BI project has helped us to establish standards and protocols of communication that will allow us to more quickly meet knowledge transfer requirements
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ScreenShots