Altair Monarch vs. Apify vs. Toad Data Point

The product is especially useful when you have real-time and/or time series data to analyze. If you have more mundane, simpler requirements, other products might do the job you need for less money (there are even some decent open source visualization tools you can find.) I know the product is very widely used in capital markets applications to monitor and analyze risk and price and volume changes; if you're working in that area, I don't think there's a better tool to use.

Incentivized

I used other platforms such as n8n and make.com, and Apify seems more reliable because it is built for real developers. It gives much more independence than other platforms. Maybe in terms of storage and processing speed needs to be improvement for AI-generated content.

Incentivized

Appropriate for general querying and some DBA work. It's the universal least-offensive solution for most environments - not best of breed, but not subject to unusual/extensive requirements. It just works. On the other hand, some functionality (e.g. data import/export, snippets) are perfunctory and minimal and seem to be either difficult or impossible to automate. If you need to streamline those operations, you'll be forced to rely on third-party solutions that mostly work on top of (instead of with) TOAD.

Incentivized

• Creating a basic model to extract data from a report is very easy.
• Advanced features like Calculated Fields and External Lookups allow you to augment the raw data.
• You can create a "project" to automate the data extraction. Combined with Datapump (a separate DW app), you can fully automate the process once the raw report is generated.

Incentivized

• I love how intuitive the interface is. Even without deep coding knowledge, I can set up workflows quickly. The ready‑made actors are extremely helpful and cover most of my use cases.
• Apify makes it incredibly easy to automate repetitive web tasks. The platform is stable, the actors run smoothly, and the logs give me full visibility into every step.
• Apify offers impressive flexibility — from custom actors to API integrations and scheduling options. It scales well even with large workloads, and the performance has been consistent.

Incentivized

• Export data into excel.
• Export data into excel using a pivot table functionality.
• Navigation between windows is intuitive and easy to understand.
• Good for SQL novices and experts alike.

Incentivized

• Recently, we had some major sticker-shock when we wanted to upgrade Data Pump. It is an exceptional product, but when the price jumped from $6,000 to over $60,000, it was impossible to get the funds approved internally for the upgrade.
• We also paid for yearly maintenance contracts which included Professional Services, but rarely found those services beneficial. However, we did receive all software upgrades for Datapump as part of the contract which we found to be very beneficial. However, with the new pricing, that is not longer the case.

Incentivized

• Some actors are very expensive and offer limited value - $120 / month before event charges? That's insane. The monthly price also isn't listed in the main search screen, so you need to go in manually to each actor to ascertain how much it really costs
• Some actors often break after a while and you need to start searching for new ones... but I guess that's the price for relying on 3rd party actors in your marketplace
• The review/quality process isn't great to navigate when looking for a new tool.

• The workflow is a relatively new feature. Quest is adding additional functionality and the workflows are useful now.
• Would be nice if the 'Automate' feature was a bit easier to use.
• Would be nice if some of the SQL Editor features in the traditional interface worked better in the new workflow interface (although, these are being fixed with each release).
• Would be nice if there were fewer releases.

Incentivized

Even though we do not utilize it on a daily basis, I do hope my current company renews it's license. If not, I intend to purchase myself.

Incentivized

It's the best because you can just load in a limited amount of money and limit your financial exposure to using a tool like this. so renewing isn't a big consideration... i know that i'm going to need the tool in the future and i'll load it with money accordingly when im ready.

Very very easy to use, subscriber in a heartbeat. Most of the apps available you may need to explore a bit, but generally you’ll be able to find what you’re looking for and it will get the job done. The ability to choose what you want to do with it and for independent providers being able to place their apps in the marketplace makes it strong

I find Toad Data Point easy to use for both the novice and the experienced business analyst. If all you desire is to access data and create spreadsheets...this is a snap. Toad Data Point actually has cool data analysis features built into it. The newer workflow interface makes automating steps a snap

Incentivized

I was very happy with the support I received from Apify. They are always ready to answer all your questions and help solve problems you have.

1. Strategy for Anti-Blocking & Proxies 2. Cost Optimization (Compute Units) 3. Data Management & Storage

Incentivized

Datawatch is very good value of money compared to QlikView; QlikView is really more of a BI tool and has a lot of functions that I didn't need. Datawatch is very strong in the real-time area where Tableau, Panorama, and Qlik don't do very well. If you need to set up a visual monitoring dashboard, Datawatch is the best product I've seen for that. if you want to do a lot of in depth statistical analysis of large databases, Tableau is probably a good option.

Incentivized

Apify does its own thing and delivers value based on its core features, but I still rate Apify as my number one platform for finding and using web scrapers. In terms of how it stacks, I use Apify alongside Bright Data for web research workflows.

Although Toad and UltraEdit are both great products, from an SQL standpoint Toad is a much better editor and troubleshooter.

Incentivized

• Data Pump reduces complexity of report solutions by offering a standardized approach for organizing and scheduling
• 97% service level for past 5 years for all of our jobs going through Data Pump

Incentivized

• Some tools have saved us more than 20 hours of work per week.
• In some cases, it has allowed us to earn more than $5,000 per client. The results speak for themselves.
• Para algunas empresas, la compra de bases de datos puede resultar muy costosa, y gracias a Apify, hemos podido crearlas por menos de 300 dólares.

• It is the least common denominator - not particularly optimized for our environment or workflows.
• Hangs or slowdowns add anywhere from 5% - 7% for projects utilizing large/complicated data setts. (This could be due to other IT-imposed constraints and not entirely due to TOAD.)
• Trying to perform some operations requires reading documentation and experimenting in order to figure out the TOAD-specific approaches and commands.
• It just works (when we understand it). Updates don't break things and things don't suddenly start behaving differently. Best of all, we don't mysteriously lose functionality.

Incentivized