Apache Hadoop vs. Google Cloud Dataproc vs. Toad Database Developer Tools

Altogether, I want to say that Apache Hadoop is well-suited to a larger and unstructured data flow like an aggregation of web traffic or even advertising. I think Apache Hadoop is great when you literally have petabytes of data that need to be stored and processed on an ongoing basis. Also, I would recommend that the software should be supplemented with a faster and interactive database for a better querying service. Lastly, it's very cost-effective so it is good to give it a shot before coming to any conclusion.

Incentivized

Toad for Oracle is very well suited for all Oracle implementations, be it single instance or RAC. It is best suited for use of Oracle DBA, Developer and Database Engineers. I don't recommend Toad for Oracle for Project Managers or Solution Architects. This can be a pricier choice for these people. They can do fine with free options like SQL Developer.

Incentivized

• Handles large amounts of unstructured data well, for business level purposes
• Is a good catchall because of this design, i.e. what does not fit into our vertical tables fits here.
• Decent for large ETL pipelines and logging free-for-alls because of this, also.

Incentivized

• Toad is a de-facto standard tool for data developers and analysts. Generally speaking it provides almost every function needed to manage data in EDW with great performance and stability.
• The nature of clinical data is big-sized: one table may have billions of rows. Toad provides critical functions to manage SQLs, e.g. Top SQL that can monitor and manage SQLs using CPU power and network bandwidth, so that EDW administrator can optimize ETL operations in the best efficiency.
• Many of our data analysts are not computer science backgrounded (having clinical / nursing background). Toad provides great auditing tools such as Tuning Lab or SQL Scanner, so that data analysts can train themselves with guidance of the tool.

Incentivized

• Less organizational support system. Bugs need to be fixed and outside help take a long time to push updates
• Not for small data sets
• Data security needs to be ramped up
• Failure in NameNode has no replication which takes a lot of time to recover

Incentivized

• The power and control it gives is at the same time kind of a negative thing. There's too many options available, even when you don't need them. For simple database operations it's sometimes easier to just use SQL Developer since navigation is way more intuitive and easy.
• Related with the above: there is a steep learning curve. However, since this is the main tool for any Oracle developer, this is not that much of a problem.
• If I remember well, Toad used to be free, some 20 years ago. Or at least had a free version. It would be nice to have a free version. The dedicated Oracle developers and DBA's won't use the free version, but all the rest of us developers might use it instead of SQL Developer. It would make communications between everybody somewhat easier.

Incentivized

Hadoop is organization-independent and can be used for various purposes ranging from archiving to reporting and can make use of economic, commodity hardware. There is also a lot of saving in terms of licensing costs - since most of the Hadoop ecosystem is available as open-source and is free

It is the preferred tool for our organization.

Incentivized

As Hadoop enterprise licensed version is quite fine tuned and easy to use makes it good choice for Hadoop administrators. It’s scalability and integration with Kerberos is good option for authentication and authorisation. installation can be improved. logging can be improved so that it become easier for debugging purposes. parallel processing of data is achieved easily.

Incentivized

I give is an 8 because nothing is a 10 and there is always room for improvement. I believe the user who is not as technologically inclined would be better suited with an easier way to identify the options for setting the layout up for Toad's GUI. To some it is very cumbersome and confusing.

Incentivized

It's a great value for what you pay, and most Data Base Administrators (DBAs) can walk in and use it without substantial training. I tend to dabble on the analyst side, so querying the data I need feels like it can take forever, especially on higher traffic days like Monday.

Incentivized

I give the overall support for Toad for Oracle a 10/10. This is because whenever there has been an issue with this software, our team has got an immediate response. The same can not be said for similar software. The most recent example of this is when we needed to renew our licenses. Some employees were unable to log in to code with the given license key. Support was able to resolve the issue quickly.

Incentivized

Hadoop is a complex topic and best suited for classrom training. Online training are a waste of time and money.

Not used any other product than Hadoop and I don't think our company will switch to any other product, as Hadoop is providing excellent results. Our company is growing rapidly, Hadoop helps to keep up our performance and meet customer expectations. We also use HDFS which provides very high bandwidth to support MapReduce workloads.

Incentivized

Toad is much better than Tableau query writer. Tableau is not intuitive and requires knowledge of proprietary database language to fully implement. Tableau does not perform as quickly and accurately as Toad. Toad is very easy and slim to install. Additional hardware is often required to run Tableau smoothly. Support for Tableau is even more expensive than Toad support.

Incentivized

• There are many advantages of Hadoop as first it has made the management and processing of extremely colossal data very easy and has simplified the lives of so many people including me.
• Hadoop is quite interesting due to its new and improved features plus innovative functions.

Incentivized

• Quick and easy query development helps reduce man-hours in a project which converts to real dollars.
• Query analysis and tuning result in low database overhead and low latency, thus translating into real dollars because a system can thus handle more requests from customers.
• Ease of use makes it easy to deploy greenhorns in projects with minimal training, thus helping save money. Otherwise menial and simple jobs would have required experienced DBAs.

Incentivized