Author: Ludwig Armbruster
Effectively enabling SAP data analytics on Azure Databricks empowers organizations with a powerful and scalable platform that seamlessly integrates with their existing SAP systems. They can efficiently process and analyze vast amounts of data, enabling faster insights and data-driven decision-making.
So, if you’re a senior technical decision-maker in your organization, choosing the proper strategy to consume and process SAP data with Azure Databricks is critical.
First, let’s explore the types of SAP data and objects from the source system. Then, let’s see how the SAP BW can be accessed and made available to Azure Databricks for further processing, analytics, and storing in a Databricks Lakehouse.
First, Why Enable SAP Data Analytics on Azure Databricks?
While SAP provides its data warehouse (SAP BW), it can still add value to extract operational SAP data from the SAP sources (S4/Hana or ECC) or SAP BW into an Azure Databricks Lakehouse – integrating it with other ingested data, which may not originate from SAP.
As a practical example, let’s consider a large and globally operating manufacturer that utilizes SAP for its production planning and supply chain management. It must integrate IoT machinery telemetry data stored outside the SAP system with supply chain data in SAP. This is a common use case, and we will show how to design a data integration solution for these challenges.
We will start with a more common pattern to access and ingest SAP BW data into the Lakehouse by using Azure Databricks and Azure Data Factory/ Axure Synapse Pipelines.
This first part will also lay important foundations to better illustrate the material presented. For example, imagine a company like a manufacturer mentioned earlier currently operating an SAP System on-premises with an SAP BW system. This company needs to copy some of its SAP BW objects to a Databricks Lakehouse in an Azure ADLS Gen 2 account and use Databricks to process, model, and analyze it.
There will likely be many questions for the scenario mentioned with the import from SAP BW, but the main questions we would like to focus on are:
– How should we copy this data from the SAP BW to the Lakehouse?
– What services and connectivity are going to be required?
– What connector options are available to us?
– Can we use a reusable pattern that is easy to implement for similar needs?
The reality is that not every company has the same goals, needs, and skillsets, so there isn’t one solution that fits all needs and customers.
SAP Data Connection & Extraction: What To Consider
We can connect and extract many ways, tools, and approaches, respectively, pull and push SAP Data from its different layers (Database tables, ABAB Layer, CDS Views, IDOCS, etc.) into the Databricks Lakehouse. For instance, we can use SAP tooling such as SAP SLT or other SAP tooling or another third-party tooling.
It makes sense for customers already in Azure to use the different sets of connectors provided in Azure Data Factory/ Azure Synapse to connect from Azure to the respective SAP BW instance running on-premises or in some other data center.
Depending on the different ways and tools of connecting, SAP licensing also plays an important role and needs to be considered. Also, we highly recommend an incremental stage and load approach, especially for large tables or tables with many updates.
It may be obvious, but in our experience, each organization has a unique set of needs and requirements when it comes to accessing SAP Data, and an approach that works for one organization may not be a good fit for another given its needs, requirements, and available skills. Some important factors to ensure smooth operations are licensing, table size, acceptable ingestion latency, expected operational cost, express route throughput, and size and number of nodes of the integrated runtime.
Let us look at the available connectors in ADF/ Synapse and when to use each.
How to Use the Right SAP Connector for Databricks & ADF/ Synapse
As of May 2023, ADF & Synapse currently provides seven different types of connectors for SAP-type sources. The image below shows all of them filtered by the term “SAP” in the linked services dialog in the pipeline designer.
Now, we would like to extract from SAP BW. We can use options 1, 2, 3, and 7 for that task. As mentioned earlier, for larger tables or tables with many updates, we recommend options 1, 7, or option 3. The SAP CDC connector (Option 3) is still in public preview, and we recommend not using it in production until it is labeled “generally available.” However, the SAP CDC connector can be utilized in lower environments (Dev, QA, etc.). Option 2 will not be fast enough and likely take too much time to move the data.
There’s certainly more to be understood about these ADF connectors and approaches of directly connecting Azure Databricks to relevant SAP sources and data push approaches initiated by SAP tooling such as SAP SLT. But, for now, the pattern introduced in Azure using connectors in ADF and Synapse is very common and reliable.
SAP ODP: What You Should Know
So far, only the SAP CDC connector from above is fully integrated with SAP ODP (Operational Data Provisioning). As of May 2023, we may still use other connectors, given that all other connectors are stable and have been in production already for years. However, it is recommended to slowly plan for more use of ODP connectors, especially when it is a green field development. The project is about to start within the next month or so. So let us look closely at SAP ODP and its place in the process.
As shown in Image 2, SAP ODP-based connector is like a broker between the different SAP data providers and the SAP Data Consumers. An SAP Data Consumer like ADF, for instance, does not directly connect to an SAP data provider once connected via SAP ODP connector. Instead, it connects to the SAP ODP Service and sends a request to provide data to the service. The service then connects to the respective data provider to serve the requested data to the data consumer.
Depending on the configuration of the connection and the respective data provider, data will be served as an incremental or full load and stored in ODP internal queues until a consumer like ADF can fetch it from the queues and write it back out to the Databricks Lakehouse.
SAP ODP-based connectors are the newer approach to accessing SAP data, and as of May 2023, the SAP ODP-based CDC connector is in public preview. SAP ODP isn’t new within the SAP world and has been used internally by SAP for data migration for many years.
One major advantage is that the SAP ODP CDC connector provides a delta mechanism built into ODP, and developers no longer have to maintain their watermarking logic when using this connector. But, given that it isn’t yet generally available, it should be applied with care and, at this stage, possibly just planned for.
Obviously, we also recommend testing the watermarking mechanism to ensure it fits your specific scenarios.
How To Put It All Together with Azure Databricks
Now, we are ready to connect all the parts and initially land the data into a landing zone within the Lakehouse. This process is shown in Image 3 below. But, before that step, we ingested the SAP operational data from its applications and backend databases (HANA DB, SQL Server, or Oracle Server) to SAP BW.
Later, we will also look at these SAP BW ingestion jobs and how to migrate their logic to Azure Databricks to be able to refactor them and apply these transformations on top of the source tables imported from SAP ECC or S4/ Hana to the Databricks Lakehouse.
We need to set up an Integrate Runtime for ADF to connect to SAP BW via the SAP BW Open Hub. ADF requires this service to connect to SAP BW. We also need to install the proper SAP BW drivers on the SAP BW server. Typically, in a production environment, the Integrated Runtime is installed on separate machines – hosted in Azure or on-premises and uses at least two nodes for higher levels of availability.
Up to four nodes are possible in a cluster, which is an important consideration for large table loads to set up like that to account for any performance SLAs.
Multiple integrated runtimes will be required for organizations with very large SAP deployments and SAP data ingestion needs. We highly recommend careful capacity and workload planning to ensure the clusters are properly sized and the type of connectivity between Azure and on-premises is sufficient, assuming SAP BW runs on-premises.
From the landing zone, which is just a copy of the original data with typically some batch ID added to the flow, we can utilize the power of the Databricks Delta Lake and Databricks Notebooks containing the code with many language options available (Spark SQL, Python, Scala are the most common choices) to process further and “model” the data from the landing zone into the respective next zones bronze, silver and finally into the gold layer.
Please note this is a slightly simplified view. Typically, the Data Ingestion is part of an overall Data Processing Framework that provides metadata information on tables and sources to be ingested and the type of ingestion desired, such as full or incremental, just as an example. These implementation details aren’t in scope here, but please remember them.
For secure deployment in Azure, every Azure Service part of the solution should be configured to use private endpoints, and no traffic would ever traverse the public Internet. All the services must be correctly configured since this private endpoint configuration is not the default setup with PaaS Services in Azure.
We recommend integrating data test steps typically executed before the data lands in the gold layer. Tiger’s Data Processing Framework (Tiger Data Fabric) provides a semi-automated process to utilize AI capabilities from Databricks to mature data quality through interaction with a data subject matter expert.
Typically, the Databricks Lakehouse has a clearly defined folder structure within the different layers, and plenty of documentation is available on how to do so. But at a higher level, the bronze and silver layer is typically organized by source systems or areas in contrast to the gold layer, which is typically organized towards consumption aspects and models the data by expected downstream consumption needs.
So, Why Use Azure Databricks?
1. Smooth integration of SAP data with data originating from other sources.
2. Databricks’ complete arsenal of advanced ML algorithms and strong data processing capabilities compared to the limited availability of advanced analytics in SAP BW.
3. Highly customizable data processing pipelines – easier to enrich the data from bronze and silver to the gold layer in the Lakehouse.
4. Significantly lower total cost of ownership.
5. Easy-to-scale for large data volume processing.
6. Industry-standard and mature for large-scale batch and low-latency event processing.
Undoubtedly, effectively leveraging Azure Databricks ensures that organizations can harness the power of SAP data analytics. We hope this article provided some insights on how you can enable SAP data analytics on Azure Databricks and integrate it with your SAP systems.
After all, this integration can empower your organization to work with a robust and scalable platform that allows for efficient processing and analysis of large data volumes.
No matter if some one searches for his essential thing, therefore he/she desires to be available that in detail, thus that thing is maintained over here.
Yes! Finally someone writes about %keyword1%.
When some one searches for his essential thing, therefore he/she wishes to be available that in detail, so that thing is maintained over here.
I am no longer certain the place you are getting your info, but good topic. I must spend a while finding out more or understanding more. Thanks for magnificent information I used to be looking for this info for my mission.
Appreciate the recommendation. Will try it out.
Fantastic blog! Do you have any suggestions for aspiring writers? I’m planning to start my own site soon but I’m a little lost on everything. Would you propose starting with a free platform like WordPress or go for a paid option? There are so many choices out there that I’m completely confused .. Any suggestions? Cheers!
We are a group of volunteers and opening a new scheme in our community. Your website offered us with valuable information to work on. You’ve done an impressive job and our whole community will be thankful to you.
This post will assist the internet users for setting up new blog or even a blog from start to end.
I just couldn’t go away your web site prior to suggesting that I really loved the usual information a person provide in your guests? Is gonna be back often in order to check up on new posts
Thanks , I have just been searching for information about this topic for a long time and yours is the best I’ve discovered till now. However, what about the bottom line? Are you certain concerning the supply?
hello there and thank you for your information – I have certainly picked up anything new from right here. I did however expertise some technical issues using this site, as I experienced to reload the site a lot of times previous to I could get it to load properly. I had been wondering if your web hosting is OK? Not that I’m complaining, but slow loading instances times will very frequently affect your placement in google and can damage your high-quality score if ads and marketing with Adwords. Anyway I am adding this RSS to my e-mail and can look out for much more of your respective intriguing content. Ensure that you update this again soon.
This blog was… how do I say it? Relevant!! Finally I’ve found something which helped me. Thank you!
That is very attention-grabbing, You’re an overly professional blogger. I’ve joined your feed and look ahead to in search of more of your wonderful post. Also, I have shared your web site in my social networks
I know this if off topic but I’m looking into starting my own weblog and was curious what all is needed to get setup? I’m assuming having a blog like yours would cost a pretty penny? I’m not very internet smart so I’m not 100% sure. Any tips or advice would be greatly appreciated. Thank you
Hey! This is kind of off topic but I need some guidance from an established blog. Is it hard to set up your own blog? I’m not very techincal but I can figure things out pretty quick. I’m thinking about making my own but I’m not sure where to start. Do you have any tips or suggestions? Thanks
Having read this I thought it was rather enlightening. I appreciate you taking the time and effort to put this content together. I once again find myself spending a significant amount of time both reading and commenting. But so what, it was still worthwhile!
With havin so much content do you ever run into any issues of plagorism or copyright violation? My website has a lot of exclusive content I’ve either created myself or outsourced but it appears a lot of it is popping it up all over the web without my authorization. Do you know any techniques to help protect against content from being stolen? I’d definitely appreciate it.
Hey There. I discovered your weblog the use of msn. This is a very well written article. I’ll be sure to bookmark it and come back to learn more of your useful info. Thanks for the post. I will definitely comeback.
Asking questions are in fact pleasant thing if you are not understanding anything fully, but this piece of writing gives good understanding even.
I just like the helpful info you provide for your articles. I’ll bookmark your blog and test once more here frequently. I’m reasonably certain I will learn lots of new stuff proper here! Best of luck for the following!
That is very interesting, You are an overly professional blogger. I have joined your rss feed and stay up for searching for more of your fantastic post. Also, I’ve shared your website in my social networks
Hi there, I enjoy reading through your post. I wanted to write a little comment to support you.
Howdy excellent blog! Does running a blog similar to this require a great deal of work? I have absolutely no expertise in computer programming but I had been hoping to start my own blog soon. Anyway, should you have any recommendations or techniques for new blog owners please share. I understand this is off topic nevertheless I simply wanted to ask. Kudos!
Have you ever considered about adding a little bit more than just your articles? I mean, what you say is valuable and everything. But just imagine if you added some great photos or videos to give your posts more, “pop”! Your content is excellent but with images and videos, this site could undeniably be one of the very best in its field. Good blog!
I know this if off topic but I’m looking into starting my own blog and was curious what all is required to get setup? I’m assuming having a blog like yours would cost a pretty penny? I’m not very web smart so I’m not 100% sure. Any suggestions or advice would be greatly appreciated. Appreciate it
whoah this weblog is fantastic i really like reading your articles. Stay up the great work! You recognize, many individuals are searching around for this information, you can aid them greatly.
Thank you for the auspicious writeup. It in fact was a amusement account it. Look advanced to far added agreeable from you! However, how can we communicate?
Fastidious answer back in return of this difficulty with genuine arguments and explaining all regarding that.
I used to be able to find good advice from your content.
Hi there this is kinda of off topic but I was wondering if blogs use WYSIWYG editors or if you have to manually code with HTML. I’m starting a blog soon but have no coding knowledge so I wanted to get advice from someone with experience. Any help would be greatly appreciated!
I’ve learn several excellent stuff here. Certainly price bookmarking for revisiting. I surprise how a lot attempt you place to create the sort of magnificent informative site.
Greetings! Very helpful advice in this particular article! It’s the little changes that produce the largest changes. Thanks for sharing!
I’m really impressed with your writing skills as well as with the layout on your weblog. Is this a paid theme or did you customize it yourself? Anyway keep up the nice quality writing, it’s rare to see a great blog like this one these days.
I like reading a post that can make people think. Also, many thanks for allowing me to comment!
I go to see daily some web sites and websites to read articles or reviews, except this weblog gives feature based posts.
Hi just wanted to give you a quick heads up and let you know a few of the pictures aren’t loading properly. I’m not sure why but I think its a linking issue. I’ve tried it in two different internet browsers and both show the same results.
Thanks for finally writing about > %blog_title% < Liked it!
Hi my loved one! I want to say that this article is amazing, nice written and include almost all vital infos. I would like to peer extra posts like this .
Very quickly this website will be famous among all blogging viewers, due to it’s fastidious articles or reviews
First of all I want to say superb blog! I had a quick question which I’d like to ask if you do not mind. I was curious to find out how you center yourself and clear your head before writing. I have had trouble clearing my thoughts in getting my ideas out there. I truly do take pleasure in writing but it just seems like the first 10 to 15 minutes are usually lost simply just trying to figure out how to begin. Any suggestions or tips? Thank you!
Hi there, its fastidious paragraph regarding media print, we all be aware of media is a great source of data.
Wonderful beat ! I would like to apprentice whilst you amend your website, how can i subscribe for a blog web site? The account helped me a appropriate deal. I were tiny bit familiar of this your broadcast provided vivid clear idea
I’m truly enjoying the design and layout of your site. It’s a very easy on the eyes which makes it much more pleasant for me to come here and visit more often. Did you hire out a developer to create your theme? Outstanding work!
Hello to every single one, it’s actually a fastidious for me to go to see this site, it contains important Information.
I like it when folks come together and share ideas. Great site, continue the good work!
Its like you learn my mind! You appear to grasp so much approximately this, like you wrote the guide in it or something. I think that you just can do with a few p.c. to pressure the message house a bit, but other than that, this is fantastic blog. A great read. I’ll certainly be back.
Can you tell us more about this? I’d like to find out more details.
Howdy would you mind stating which blog platform you’re using? I’m planning to start my own blog soon but I’m having a hard time selecting between BlogEngine/Wordpress/B2evolution and Drupal. The reason I ask is because your design and style seems different then most blogs and I’m looking for something unique. P.S My apologies for getting off-topic but I had to ask!
Hey! I just wanted to ask if you ever have any issues with hackers? My last blog (wordpress) was hacked and I ended up losing many months of hard work due to no data backup. Do you have any methods to protect against hackers?
Pretty section of content. I just stumbled upon your website and in accession capital to say that I get in fact enjoyed account your weblog posts. Any way I’ll be subscribing on your feeds or even I success you access persistently rapidly.
Hi there to every one, since I am actually keen of reading this blog’s post to be updated on a regular basis. It contains good information.
Hey! I know this is kind of off-topic however I had to ask. Does running a well-established website such as yours take a large amount of work? I am completely new to operating a blog but I do write in my journal everyday. I’d like to start a blog so I will be able to share my experience and feelings online. Please let me know if you have any ideas or tips for brand new aspiring bloggers. Thankyou!
It’s truly a great and useful piece of information. I am satisfied that you simply shared this useful information with us. Please stay us up to date like this. Thank you for sharing.
I’m curious to find out what blog system you happen to be utilizing? I’m experiencing some minor security problems with my latest site and I would like to find something more risk-free. Do you have any solutions?
Highly energetic post, I enjoyed that bit. Will there be a part 2?
I have been surfing online more than 3 hours today, yet I never found any interesting article like yours. It is pretty worth enough for me. In my view, if all site owners and bloggers made good content as you did, the web will be much more useful than ever before.
I must thank you for the efforts you’ve put in penning this blog. I am hoping to see the same high-grade content from you later on as well. In fact, your creative writing abilities has inspired me to get my own blog now 😉
Good replies in return of this matter with genuine arguments and describing the whole thing about that.
Thanks , I have just been looking for information approximately this subject for a while and yours is the best I’ve found out so far. However, what in regards to the bottom line? Are you certain concerning the supply?
Neat blog! Is your theme custom made or did you download it from somewhere? A theme like yours with a few simple tweeks would really make my blog shine. Please let me know where you got your theme. Thank you
If you want to obtain a good deal from this article then you have to apply such techniques to your won blog.
If you wish for to improve your experience simply keep visiting this website and be updated with the hottest news posted here.
Sweet blog! I found it while browsing on Yahoo News. Do you have any tips on how to get listed in Yahoo News? I’ve been trying for a while but I never seem to get there! Thank you
Terrific article! This is the type of information that are meant to be shared around the internet. Disgrace on the search engines for not positioning this submit higher! Come on over and seek advice from my web site . Thanks =)
Nice weblog here! Additionally your website so much up very fast! What web host are you the usage of? Can I get your associate link in your host? I wish my site loaded up as quickly as yours lol
It’s awesome in support of me to have a web page, which is good designed for my experience. thanks admin
Hello there! Do you use Twitter? I’d like to follow you if that would be okay. I’m definitely enjoying your blog and look forward to new posts.
Hi, Neat post. There is a problem with your site in web explorer, may check this? IE nonetheless is the marketplace chief and a huge component of other folks will omit your fantastic writing because of this problem.
Howdy! I know this is kinda off topic however I’d figured I’d ask. Would you be interested in trading links or maybe guest authoring a blog article or vice-versa? My site covers a lot of the same subjects as yours and I feel we could greatly benefit from each other. If you are interested feel free to send me an e-mail. I look forward to hearing from you! Superb blog by the way!
We’re a bunch of volunteers and opening a new scheme in our community. Your website offered us with useful info to work on. You’ve performed an impressive job and our entire community will be grateful to you.
It’s remarkable to pay a visit this web site and reading the views of all friends concerning this paragraph, while I am also zealous of getting familiarity.
Thanks on your marvelous posting! I truly enjoyed reading it, you are a great author. I will be sure to bookmark your blog and will come back at some point. I want to encourage you to continue your great job, have a nice evening!
When I originally commented I clicked the “Notify me when new comments are added” checkbox and now each time a comment is added I get several emails with the same comment. Is there any way you can remove people from that service? Thanks!
Thanks for every other informative blog. Where else may I get that type of info written in such a perfect way? I have a project that I’m just now running on, and I’ve been at the look out for such information.
Whats up very nice blog!! Man .. Beautiful .. Amazing .. I will bookmark your web site and take the feeds also? I’m glad to find a lot of useful information here in the submit, we need develop extra strategies on this regard, thanks for sharing. . . . . .
WOW just what I was looking for. Came here by searching for %keyword%
Wonderful article! That is the kind of information that should be shared across the internet. Disgrace on the search engines for no longer positioning this put up higher! Come on over and visit my site . Thank you =)
What’s up, just wanted to mention, I enjoyed this article. It was funny. Keep on posting!
Superb website you have here but I was curious if you knew of any forums that cover the same topics discussed in this article? I’d really love to be a part of group where I can get feedback from other experienced individuals that share the same interest. If you have any suggestions, please let me know. Appreciate it!
Hello friends, how is all, and what you would like to say regarding this article, in my view its really amazing for me.
This is really fascinating, You’re an overly professional blogger. I have joined your rss feed and look forward to in search of extra of your wonderful post. Also, I have shared your web site in my social networks
Spot on with this write-up, I actually think this website needs a great deal more attention. I’ll probably be back again to read more, thanks for the advice!
Howdy! Someone in my Myspace group shared this site with us so I came to take a look. I’m definitely enjoying the information. I’m bookmarking and will be tweeting this to my followers! Terrific blog and amazing design and style.
Wonderful post however I was wondering if you could write a litte more on this subject? I’d be very grateful if you could elaborate a little bit further. Thank you!
Link exchange is nothing else except it is simply placing the other person’s web site link on your page at suitable place and other person will also do same in support of you.
I do not even understand how I stopped up right here, but I believed this publish was good. I do not know who you’re but certainly you are going to a famous blogger when you are not already. Cheers!
Great blog here! Also your web site loads up fast! What host are you using? Can I get your affiliate link to your host? I wish my site loaded up as quickly as yours lol
Howdy! Quick question that’s totally off topic. Do you know how to make your site mobile friendly? My blog looks weird when browsing from my iphone 4. I’m trying to find a theme or plugin that might be able to correct this issue. If you have any recommendations, please share. Appreciate it!
If some one needs to be updated with most recent technologies then he must be visit this web page and be up to date every day.
It’s really a great and helpful piece of info. I am glad that you shared this useful information with us. Please keep us informed like this. Thank you for sharing.
It’s appropriate time to make a few plans for the longer term and it is time to be happy. I’ve learn this submit and if I may I want to counsel you few attention-grabbing issues or suggestions. Perhaps you can write next articles referring to this article. I want to read more issues approximately it!
Spot on with this write-up, I actually think this amazing site needs a great deal more attention. I’ll probably be returning to read more, thanks for the advice!
Nice post. I was checking continuously this blog and I am impressed! Very useful info particularly the closing section 🙂 I handle such information a lot. I was looking for this certain info for a long time. Thanks and best of luck.
It is in reality a nice and useful piece of info. I’m glad that you shared this helpful information with us. Please stay us up to date like this. Thanks for sharing.
Hiya! I know this is kinda off topic but I’d figured I’d ask. Would you be interested in trading links or maybe guest writing a blog article or vice-versa? My blog discusses a lot of the same subjects as yours and I think we could greatly benefit from each other. If you’re interested feel free to send me an email. I look forward to hearing from you! Terrific blog by the way!
Attractive component of content. I just stumbled upon your site and in accession capital to claim that I acquire actually enjoyed account your weblog posts. Any way I’ll be subscribing to your augment and even I fulfillment you access consistently quickly.
I’ve been exploring for a little for any high-quality articles or weblog posts on this sort of space . Exploring in Yahoo I finally stumbled upon this site. Studying this information So i am happy to convey that I’ve a very good uncanny feeling I discovered just what I needed. I such a lot without a doubt will make certain to don?t fail to remember this website and give it a look on a relentless basis.
I’m gone to inform my little brother, that he should also visit this website on regular basis to take updated from most recent news.
Attractive section of content. I just stumbled upon your web site and in accession capital to assert that I acquire actually enjoyed account your blog posts. Anyway I’ll be subscribing to your augment and even I achievement you access consistently fast.
I will immediately grab your rss feed as I can’t in finding your email subscription hyperlink or e-newsletter service. Do you’ve any? Please allow me recognize so that I could subscribe. Thanks.
Hey! This is my 1st comment here so I just wanted to give a quick shout out and say I really enjoy reading through your posts. Can you suggest any other blogs/websites/forums that deal with the same subjects? Thanks!
I was wondering if you ever thought of changing the page layout of your site? Its very well written; I love what youve got to say. But maybe you could a little more in the way of content so people could connect with it better. Youve got an awful lot of text for only having one or 2 pictures. Maybe you could space it out better?
hi!,I love your writing so a lot! proportion we be in contact more approximately your article on AOL? I need a specialist on this house to solve my problem. May be that is you! Having a look ahead to peer you.
May I simply just say what a comfort to find a person that genuinely knows what they are talking about on the internet. You definitely understand how to bring an issue to light and make it important. More and more people ought to check this out and understand this side of your story. It’s surprising you’re not more popular given that you surely possess the gift.
I just like the valuable info you provide for your articles. I’ll bookmark your blog and take a look at again right here frequently. I am somewhat certain I’ll learn many new stuff proper right here! Best of luck for the next!
Hi there everyone, it’s my first go to see at this website, and piece of writing is truly fruitful for me, keep up posting these types of articles.
It’s actually a great and helpful piece of info. I’m happy that you just shared this useful information with us. Please stay us up to date like this. Thank you for sharing.
Hello there! I know this is somewhat off topic but I was wondering which blog platform are you using for this website? I’m getting fed up of WordPress because I’ve had issues with hackers and I’m looking at options for another platform. I would be fantastic if you could point me in the direction of a good platform.
Nice answers in return of this issue with firm arguments and describing all regarding that.
Hey I am so thrilled I found your web site, I really found you by error, while I was researching on Google for something else, Anyways I am here now and would just like to say thank you for a tremendous post and a all round exciting blog (I also love the theme/design), I don’t have time to read it all at the moment but I have book-marked it and also added in your RSS feeds, so when I have time I will be back to read more, Please do keep up the awesome job.
The other day, while I was at work, my sister stole my apple ipad and tested to see if it can survive a forty foot drop, just so she can be a youtube sensation. My apple ipad is now destroyed and she has 83 views. I know this is totally off topic but I had to share it with someone!
Good respond in return of this question with real arguments and explaining the whole thing regarding that.
Excellent beat ! I wish to apprentice whilst you amend your website, how could i subscribe for a blog site? The account aided me a appropriate deal. I were a little bit familiar of this your broadcast offered vibrant clear concept
Why people still make use of to read news papers when in this technological globe everything is available on net?
If you are going for best contents like myself, only pay a visit this web site all the time since it offers feature contents, thanks
What i don’t understood is in fact how you are no longer actually much more neatly-favored than you may be now. You’re very intelligent. You understand thus considerably when it comes to this topic, made me in my opinion believe it from a lot of various angles. Its like men and women are not fascinated except it’s something to accomplish with Woman gaga! Your individual stuffs nice. All the time take care of it up!
Right now it appears like Movable Type is the best blogging platform out there right now. (from what I’ve read) Is that what you’re using on your blog?
Pretty! This was a really wonderful post. Thank you for supplying this information.
Very nice article, totally what I needed.
I visited several sites except the audio quality for audio songs present at this web page is in fact superb.
My family members all the time say that I am killing my time here at web, except I know I am getting knowledge daily by reading such good articles or reviews.
Hello There. I found your weblog the use of msn. This is a really smartly written article. I’ll make sure to bookmark it and return to read more of your helpful information. Thanks for the post. I will definitely return.
Hi, I check your blog on a regular basis. Your humoristic style is awesome, keep it up!
Hello, this weekend is nice in support of me, as this occasion i am reading this enormous informative piece of writing here at my house.
This is a topic that’s close to my heart… Take care! Where are your contact details though?
You’ve made some decent points there. I checked on the internet for more info about the issue and found most individuals will go along with your views on this site.
I’m extremely inspired along with your writing skills as smartly as with the format in your blog. Is that this a paid subject or did you modify it your self? Either way stay up the excellent quality writing, it’s rare to see a great blog like this one today..
Do you have a spam issue on this website; I also am a blogger, and I was wondering your situation; we have created some nice practices and we are looking to exchange solutions with other folks, why not shoot me an e-mail if interested.
Hello there! Do you know if they make any plugins to safeguard against hackers? I’m kinda paranoid about losing everything I’ve worked hard on. Any tips?
Everything published made a bunch of sense. But, what about this? suppose you were to write a killer headline? I am not saying your information is not solid., however suppose you added something to maybe get a person’s attention? I mean %BLOG_TITLE% is a little vanilla. You ought to look at Yahoo’s home page and note how they write post titles to grab viewers to click. You might try adding a video or a picture or two to get people excited about everything’ve got to say. Just my opinion, it could bring your posts a little bit more interesting.
Paragraph writing is also a excitement, if you be familiar with then you can write otherwise it is difficult to write.
Normally I do not read article on blogs, however I wish to say that this write-up very pressured me to try and do so! Your writing style has been amazed me. Thanks, very great post.
I think the admin of this site is in fact working hard in support of his site, because here every data is quality based stuff.
Hey there! This post could not be written any better! Reading this post reminds me of my old room mate! He always kept chatting about this. I will forward this page to him. Fairly certain he will have a good read. Many thanks for sharing!
Hi there to every one, because I am genuinely keen of reading this web site’s post to be updated regularly. It includes fastidious stuff.
Great article.
I really like your blog.. very nice colors & theme. Did you design this website yourself or did you hire someone to do it for you? Plz respond as I’m looking to design my own blog and would like to know where u got this from. cheers
Your means of telling all in this piece of writing is genuinely fastidious, all can effortlessly know it, Thanks a lot.
Hello colleagues, how is the whole thing, and what you desire to say on the topic of this paragraph, in my view its truly remarkable for me.
Hello, i think that i saw you visited my site thus i came to “return the favor”.I’m trying to find things to enhance my website!I suppose its ok to use some of your ideas!!
Hi Dear, are you genuinely visiting this website daily, if so afterward you will absolutely get fastidious know-how.
great put up, very informative. I’m wondering why the other experts of this sector don’t realize this. You must proceed your writing. I am confident, you’ve a huge readers’ base already!
I know this if off topic but I’m looking into starting my own blog and was wondering what all is required to get setup? I’m assuming having a blog like yours would cost a pretty penny? I’m not very internet smart so I’m not 100% certain. Any recommendations or advice would be greatly appreciated. Cheers
I’m truly enjoying the design and layout of your website. It’s a very easy on the eyes which makes it much more enjoyable for me to come here and visit more often. Did you hire out a designer to create your theme? Outstanding work!
Appreciation to my father who informed me regarding this web site, this web site is actually amazing.
For latest news you have to pay a quick visit web and on internet I found this web site as a best website for most up-to-date updates.
Wow, this piece of writing is pleasant, my sister is analyzing these things, thus I am going to convey her.
Informative article, totally what I wanted to find.
Wonderful web site. Lots of useful info here. I am sending it to some friends ans additionally sharing in delicious. And of course, thanks to your effort!
Hi would you mind letting me know which web host you’re using? I’ve loaded your blog in 3 different internet browsers and I must say this blog loads a lot faster then most. Can you suggest a good hosting provider at a reasonable price? Many thanks, I appreciate it!
I need to to thank you for this excellent read!! I absolutely enjoyed every bit of it. I’ve got you bookmarked to check out new stuff you post…
I used to be suggested this web site by means of my cousin. I’m now not sure whether or not this put up is written via him as no one else understand such specified about my problem. You are incredible! Thanks!
Howdy just wanted to give you a quick heads up and let you know a few of the pictures aren’t loading properly. I’m not sure why but I think its a linking issue. I’ve tried it in two different internet browsers and both show the same results.
I’m extremely impressed along with your writing talents and also with the structure in your weblog. Is this a paid subject or did you modify it your self? Anyway stay up the nice high quality writing, it’s uncommon to see a nice blog like this one these days..
Appreciate the recommendation. Will try it out.
Wow that was odd. I just wrote an very long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Regardless, just wanted to say wonderful blog!
Does your website have a contact page? I’m having a tough time locating it but, I’d like to send you an email. I’ve got some suggestions for your blog you might be interested in hearing. Either way, great blog and I look forward to seeing it grow over time.
I like reading through an article that will make men and women think. Also, thanks for permitting me to comment!
You really make it seem so easy with your presentation but I find this topic to be actually something which I think I would never understand. It seems too complicated and very broad for me. I’m looking forward for your next post, I’ll try to get the hang of it!
I’ve been exploring for a little bit for any high-quality articles or blog posts on this sort of space . Exploring in Yahoo I at last stumbled upon this website. Studying this information So i am satisfied to show that I’ve an incredibly excellent uncanny feeling I came upon exactly what I needed. I so much no doubt will make sure to do not put out of your mind this web site and provides it a look regularly.
Excellent, what a webpage it is! This weblog gives helpful information to us, keep it up.
Fantastic items from you, man. I’ve be aware your stuff prior to and you are just too wonderful. I really like what you’ve acquired here, really like what you’re stating and the way wherein you assert it. You’re making it enjoyable and you continue to take care of to stay it smart. I cant wait to learn far more from you. That is actually a terrific web site.
Hi to every one, the contents present at this web site are truly awesome for people experience, well, keep up the nice work fellows.
You’re so cool! I do not believe I have read through anything like that before. So great to find somebody with a few original thoughts on this issue. Really.. thanks for starting this up. This site is one thing that is needed on the internet, someone with some originality!
Thanks for a marvelous posting! I really enjoyed reading it, you may be a great author.I will be sure to bookmark your blog and will eventually come back someday. I want to encourage that you continue your great job, have a nice weekend!
I simply could not depart your web site before suggesting that I extremely enjoyed the standard info an individual provide in your guests? Is going to be again incessantly in order to investigate cross-check new posts
Good information. Lucky me I discovered your site by chance (stumbleupon). I have book marked it for later!
It’s very trouble-free to find out any matter on net as compared to books, as I found this paragraph at this web site.
Whoa! This blog looks just like my old one! It’s on a entirely different topic but it has pretty much the same page layout and design. Superb choice of colors!
Whats up this is kinda of off topic but I was wondering if blogs use WYSIWYG editors or if you have to manually code with HTML. I’m starting a blog soon but have no coding knowledge so I wanted to get guidance from someone with experience. Any help would be enormously appreciated!
This piece of writing provides clear idea in support of the new viewers of blogging, that really how to do blogging.
Nice replies in return of this query with firm arguments and telling the whole thing on the topic of that.
It’s a pity you don’t have a donate button! I’d definitely donate to this excellent blog! I suppose for now i’ll settle for book-marking and adding your RSS feed to my Google account. I look forward to brand new updates and will share this blog with my Facebook group. Talk soon!
Thanks for sharing your thoughts on %meta_keyword%. Regards
Thanks for a marvelous posting! I actually enjoyed reading it, you will be a great author. I will ensure that I bookmark your blog and will come back in the foreseeable future. I want to encourage you to ultimately continue your great work, have a nice afternoon!
What’s up, just wanted to say, I enjoyed this blog post. It was helpful. Keep on posting!
Hi colleagues, how is everything, and what you desire to say regarding this article, in my view its really amazing for me.
Excellent blog here! Also your website loads up fast! What host are you using? Can I get your affiliate link to your host? I wish my site loaded up as quickly as yours lol
May I just say what a comfort to discover somebody that genuinely knows what they are talking about on the web. You definitely know how to bring an issue to light and make it important. A lot more people should check this out and understand this side of the story. I can’t believe you aren’t more popular because you most certainly possess the gift.
each time i used to read smaller posts which as well clear their motive, and that is also happening with this article which I am reading at this place.
Pretty nice post. I just stumbled upon your weblog and wanted to say that I’ve really enjoyed surfing around your blog posts. After all I will be subscribing to your feed and I hope you write again soon!
Wow, this post is good, my sister is analyzing such things, therefore I am going to tell her.
I loved as much as you’ll receive carried out right here. The sketch is tasteful, your authored material stylish. nonetheless, you command get bought an edginess over that you wish be delivering the following. unwell unquestionably come more formerly again as exactly the same nearly a lot often inside case you shield this increase.
Hi! I’m at work surfing around your blog from my new iphone 3gs! Just wanted to say I love reading through your blog and look forward to all your posts! Carry on the great work!
Thankfulness to my father who informed me concerning this blog, this webpage is actually amazing.
I blog frequently and I truly appreciate your information. Your article has really peaked my interest. I’m going to take a note of your site and keep checking for new information about once per week. I subscribed to your Feed as well.
Generally I don’t learn post on blogs, but I wish to say that this write-up very pressured me to check out and do so! Your writing taste has been amazed me. Thanks, quite nice post.
Its like you read my mind! You seem to know a lot about this, like you wrote the book in it or something. I think that you can do with a few pics to drive the message home a bit, but other than that, this is great blog. An excellent read. I’ll certainly be back.
We stumbled over here by a different web address and thought I should check things out. I like what I see so now i am following you. Look forward to going over your web page yet again.
Amazing! Its genuinely awesome paragraph, I have got much clear idea about from this article.
Hurrah, that’s what I was exploring for, what a information! present here at this blog, thanks admin of this web site.
Greetings! Quick question that’s completely off topic. Do you know how to make your site mobile friendly? My weblog looks weird when browsing from my iphone 4. I’m trying to find a theme or plugin that might be able to fix this issue. If you have any recommendations, please share. Thanks!
Greetings! This is my first visit to your blog! We are a collection of volunteers and starting a new project in a community in the same niche. Your blog provided us useful information to work on. You have done a marvellous job!
It’s awesome to visit this site and reading the views of all colleagues concerning this paragraph, while I am also zealous of getting familiarity.
I don’t even know how I stopped up right here, however I believed this publish was great. I do not recognise who you’re but certainly you are going to a well-known blogger if you aren’t already. Cheers!
I am actually delighted to glance at this web site posts which consists of lots of helpful facts, thanks for providing these kinds of information.
I visited many blogs however the audio quality for audio songs present at this website is really marvelous.
Exceptional post however I was wanting to know if you could write a litte more on this topic? I’d be very grateful if you could elaborate a little bit further. Many thanks!
Attractive section of content. I just stumbled upon your web site and in accession capital to assert that I acquire actually enjoyed account your blog posts. Any way I will be subscribing to your feeds and even I achievement you access consistently fast.
When someone writes an paragraph he/she retains the idea of a user in his/her mind that how a user can be aware of it. So that’s why this post is great. Thanks!
Heya just wanted to give you a brief heads up and let you know a few of the pictures aren’t loading correctly. I’m not sure why but I think its a linking issue. I’ve tried it in two different internet browsers and both show the same outcome.
Excellent blog right here! Additionally your site loads up fast! What web host are you the usage of? Can I get your associate hyperlink for your host? I want my site loaded up as fast as yours lol
Hello i am kavin, its my first occasion to commenting anyplace, when i read this piece of writing i thought i could also make comment due to this good post.
What’s up friends, how is the whole thing, and what you wish for to say regarding this article, in my view its in fact awesome in favor of me.
I am actually pleased to glance at this website posts which carries tons of helpful information, thanks for providing these information.
Hello! Would you mind if I share your blog with my facebook group? There’s a lot of folks that I think would really enjoy your content. Please let me know. Thank you
Greetings! Very helpful advice in this particular article! It is the little changes that produce the most significant changes. Many thanks for sharing!
We are a group of volunteers and opening a new scheme in our community. Your site offered us with valuable info to work on. You have done an impressive job and our whole community will be grateful to you.
Today, I went to the beach front with my children. I found a sea shell and gave it to my 4 year old daughter and said “You can hear the ocean if you put this to your ear.” She placed the shell to her ear and screamed. There was a hermit crab inside and it pinched her ear. She never wants to go back! LoL I know this is entirely off topic but I had to tell someone!
This page certainly has all of the information I wanted about this subject and didn’t know who to ask.
Good day! This is my first visit to your blog! We are a group of volunteers and starting a new initiative in a community in the same niche. Your blog provided us useful information to work on. You have done a outstanding job!
I couldn’t resist commenting. Exceptionally well written!
Hey there just wanted to give you a quick heads up and let you know a few of the pictures aren’t loading properly. I’m not sure why but I think its a linking issue. I’ve tried it in two different internet browsers and both show the same results.
You made some good points there. I checked on the web for additional information about the issue and found most people will go along with your views on this website.
It’s going to be finish of mine day, but before finish I am reading this fantastic post to increase my know-how.
Hi! I’ve been following your web site for a while now and finally got the courage to go ahead and give you a shout out from Houston Tx! Just wanted to mention keep up the fantastic job!
SAP Datasphere allows you to converge data coming from SAP and third-party on-premise and cloud environments into a single, fully-managed cloud environment to allow your organization to radically
simplify your data warehousing landscape. It provides:
A secure environment supporting diverse data application needs including real-time analytics, governed data access, a data catalog, and data science (machine learning).
Spaces, which are created and provisioned centrally to provide
secure modeling environments for different departments or use cases.
A wide range of connections to SAP and non-SAP cloud and
on-premise sources, including data lakes.
Graphical low-code/no-code tools to support self-service modeling needs for business users.
Powerful built-in SQL and data flow editors for sophisticated modeling and data transformation needs, along with support for 3rd party tools and
other SAP IDEs.
An embedded data marketplace to consume external data products and to create internal data products.
A business user-friendly data matching environment to enrich existing datasets with external data, coming from Data Marketplace, csv uploads,
and other 3rd party sources.
A catalog to support self-service discovery of data and analytic assets,
glossaries and terms, and key performance indicators.
Multi-dimensional modeling with powerful analytical capabilities and built-in data preview.
A graphical impact and lineage analysis to visualize data movements, transformations, and other
dependencies.
Get educated on with latest ideas For online training, We provide
a virtual environment that helps in accessing each
other’s systems. The complete course material in pdf format, reference
materials, course code is provided to trainees. We have conducted online sessions through any of
the available requirements like Skype, WebEx, GoToMeeting, Webinar, etc.
This information is invaluable. When can I find out more?
I’ve been exploring for a bit for any high quality articles or weblog posts on this kind of space . Exploring in Yahoo I ultimately stumbled upon this site. Reading this information So i am satisfied to convey that I have a very good uncanny feeling I came upon exactly what I needed. I most indubitably will make certain to don?t disregard this web site and give it a glance on a constant basis.
Wow, fantastic weblog format! How lengthy have you been running a blog for? you make running a blog look easy. The entire glance of your web site is great, as well as the content material!
I’m impressed, I must say. Rarely do I encounter a blog that’s both equally educative and engaging, and let me tell you, you’ve hit the nail on the head. The problem is something which not enough folks are speaking intelligently about. I am very happy I found this in my search for something concerning this.
I just like the helpful information you supply in your articles. I’ll bookmark your weblog and take a look at once more right here frequently. I’m relatively sure I’ll be told lots of new stuff proper here! Good luck for the following!
Wow that was strange. I just wrote an extremely long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Regardless, just wanted to say great blog!
Great post. I used to be checking continuously this blog and I’m inspired! Very helpful info particularly the closing part 🙂 I care for such information much. I was looking for this particular info for a very lengthy time. Thank you and good luck.
Thanks for ones marvelous posting! I certainly enjoyed reading it, you’re a great author. I will be sure to bookmark your blog and will eventually come back very soon. I want to encourage that you continue your great job, have a nice afternoon!
Hello There. I found your blog using msn. This is an extremely well written article. I’ll be sure to bookmark it and return to read more of your useful information. Thanks for the post. I will certainly return.
whoah this weblog is wonderful i love reading your posts. Stay up the great work! You understand, many people are searching around for this info, you can help them greatly.
Its like you read my mind! You appear to know a lot about this, like you wrote the book in it or something. I think that you can do with a few pics to drive the message home a little bit, but other than that, this is excellent blog. A fantastic read. I’ll definitely be back.
My spouse and I absolutely love your blog and find a lot of your post’s to be precisely what I’m looking for. can you offer guest writers to write content for yourself? I wouldn’t mind creating a post or elaborating on many of the subjects you write about here. Again, awesome web site!
What’s up, everything is going well here and ofcourse every one is sharing information, that’s genuinely excellent, keep up writing.
Hi! This is my first comment here so I just wanted to give a quick shout out and tell you I genuinely enjoy reading through your blog posts. Can you suggest any other blogs/websites/forums that cover the same topics? Thanks!
I am really pleased to read this web site posts which consists of tons of helpful data, thanks for providing such information.
I couldn’t resist commenting. Very well written!
Wonderful blog! I found it while surfing around on Yahoo News. Do you have any suggestions on how to get listed in Yahoo News? I’ve been trying for a while but I never seem to get there! Thank you
Greetings from Idaho! I’m bored to tears at work so I decided to check out your blog on my iphone during lunch break. I love the info you provide here and can’t wait to take a look when I get home. I’m shocked at how fast your blog loaded on my mobile .. I’m not even using WIFI, just 3G .. Anyways, awesome site!
Do you mind if I quote a couple of your articles as long as I provide credit and sources back to your blog? My website is in the very same niche as yours and my users would really benefit from some of the information you present here. Please let me know if this alright with you. Many thanks!
You made some good points there. I looked on the net for more information about the issue and found most individuals will go along with your views on this site.
Asking questions are really fastidious thing if you are not understanding something entirely, except this post presents pleasant understanding yet.
I really like reading a post that will make people think. Also, many thanks for allowing for me to comment!
Today, I went to the beach front with my kids. I found a sea shell and gave it to my 4 year old daughter and said “You can hear the ocean if you put this to your ear.” She put the shell to her ear and screamed. There was a hermit crab inside and it pinched her ear. She never wants to go back! LoL I know this is totally off topic but I had to tell someone!
I’m gone to tell my little brother, that he should also pay a quick visit this website on regular basis to take updated from most recent gossip.
Awesome! Its genuinely amazing post, I have got much clear idea about from this post.
I am sure this article has touched all the internet viewers, its really really fastidious paragraph on building up new weblog.
What’s up, its good piece of writing regarding media print, we all be familiar with media is a wonderful source of information.
I want to to thank you for this fantastic read!! I certainly enjoyed every bit of it. I have you book marked to look at new things you post…
I don’t even know how I ended up here, but I thought this post was good. I don’t know who you are but definitely you are going to a famous blogger if you are not already 😉 Cheers!
Remarkable issues here. I’m very happy to see your post. Thanks a lot and I am having a look forward to contact you. Will you kindly drop me a e-mail?
It’s a shame you don’t have a donate button! I’d certainly donate to this superb blog! I guess for now i’ll settle for book-marking and adding your RSS feed to my Google account. I look forward to brand new updates and will share this site with my Facebook group. Chat soon!
Wow that was odd. I just wrote an really long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Anyways, just wanted to say superb blog!
Pretty element of content. I just stumbled upon your blog and in accession capital to say that I acquire actually enjoyed account your weblog posts. Any way I will be subscribing on your feeds or even I fulfillment you get entry to consistently fast.
You can definitely see your expertise within the article you write. The world hopes for more passionate writers such as you who are not afraid to say how they believe. All the time go after your heart.
I was recommended this web site by my cousin. I’m not sure whether this post is written by him as no one else know such detailed about my problem. You’re amazing! Thanks!
Very good post! We are linking to this particularly great content on our site. Keep up the great writing.
Hey! Quick question that’s completely off topic. Do you know how to make your site mobile friendly? My site looks weird when viewing from my apple iphone. I’m trying to find a template or plugin that might be able to resolve this problem. If you have any recommendations, please share. Thanks!
It’s a pity you don’t have a donate button! I’d certainly donate to this brilliant blog! I suppose for now i’ll settle for bookmarking and adding your RSS feed to my Google account. I look forward to brand new updates and will share this blog with my Facebook group. Chat soon!