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70-767 Implementing a SQL Data Warehouse

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70-767 exam Dumps Source : Implementing a SQL Data Warehouse

Test Code : 70-767
Test cognomen : Implementing a SQL Data Warehouse
Vendor cognomen : Microsoft
real questions : 237 real Questions

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Microsoft Implementing a SQL Data

enforcing Stretch Database. | killexams.com real Questions and Pass4sure dumps

Micorosoft has interpose a remarkable odds to agencies of complete sizes with its Stretch Database offering in SQL Server 2016. Stretch Database permits agencies to expend on-premises circumstances of SQL Server to "stretch" their records into the Microsoft Azure SQL Database. Stretch DB is relatively essential to configure and set into consequence on your atmosphere. It can breathe a manageable and low-budget alternative to off-load frigid information remotely to lop expenses with protection, storage, and so on. Your selection to set into consequence Stretch DB is often according to Azure pricing in comparison to the pervade of upgrading your storage potential. You may additionally besides faith how regularly the frigid information has to breathe accessed when you reckon that efficiency can breathe impacted by route of the latency created with the aid of having access to the far off facts. For tips on Azure Stretch Database pricing, that you would breathe able to examine SQL Server Stretch Database Pricing.

The article will parade you how to migrate the historical information transparently and securely to the Microsoft Azure cloud, which provides for low in cost availability of frigid facts while maintaining it secure and unchanged. you'll notice a route to stretch your on-premises information to the cloud but still fill the competence to query the absolutely accessible and online desk and to monitor and manipulate the stretched tables.

To set into consequence a stretch database,you must permit the feature on each the instance and database. Let's enable the Stretch Database feature on the instance by route of working the beneath command.

--permit illustration for stretch EXEC sp_configure ‘far flung information archive’, ‘1’ passRECONFIGURE GO

After enabling the Stretch Database feature on the instance, you should enable the office on database, as shown in Fig. 1. From SQL Server administration Studio (SSMS), commandeer click the database that holds the table(s) you necessity to stretch to Azure and select projects > Stretch > allow.

Fig. 1 - start the stretch wizard

Enabling this will open the permit Database for Stretch Wizard, as proven in Fig. 2. you could opt for the total table contents otherwise you can select particular rows to stretch.

Fig. 2 - The Stretch Database wizard

For this example, we've chosen the total OrderTracking desk to breathe stretched, proven in Fig. 3.

Fig. 3 - choose the contents to stretch

The subsequent step is to Configure Azure. check in to Microsoft Azure with a Microsoft account and select the present Azure subscription and Azure residence to execute expend of for Stretch Database. Specify even if you wish to expend an current server or create a recent Azure server. we've chosen an current server during this illustration.

Fig. 4 - Enter credentials for Azure and settle a server

with the objective to stretch a database desk to Azure, the database fill to fill a database grasp key (DMK). Specify (and keep) the password for the DMK via growing the credential within the Wizard as follows on the cozy Credentials page as shown in Fig. 5.

Fig. 5 - Set a password for the DMK

On the select IP manipulate page, you can select the subnet IP address range, or the public IP manipulate of your SQL Server, to create a firewall rule on Azure that lets SQL Server converse with the far flung Azure server.

The IP manipulate or addresses that you provide on this web page expose the Azure server to allow incoming records, queries, and administration operations initiated by means of SQL Server to circulate throughout the Azure firewall. The wizard does not change anything else in the firewall settings on the SQL Server.

Fig. 6 - select an IP tackle

After specifying the IP addresses, click on next for the abstract and consequences pages as proven in Fig. 7.

within the summary web page, evaluate the details, and then click conclude. this will rise provisioning the database to the Azure SQL Stretch database server. When complete, the abstract page will exhibit a list of tasks and their popularity. breathe positive that every one initiatives fill handed repute, and then click close to comprehensive the setup and shut the wizard. you've got correctly completed the tasks to install Stretch. 

Fig. 7 - ascertain the settings

manipulate and video parade Stretch Database

you fill just enabled a SQL Stretch Database for the AdventureWorks2016 database. that you may now control and computer screen its activities the usage of the monitoring alternative in Stretch Database. This offers a dashboard view of tips on the faraway Microsoft Azure SQL Stretch database and tables the residence your bloodless facts is saved. which you could besides determine how many batches and rows of information fill migrated. ultimately, that you can access particulars concerning the Stretch configured tables, corresponding to how many rows are in the neighborhood stored and how many fill stretched to Microsoft Azure. 

Open Stretch computer screen for the Stretch Database monitor choice, correct-click on Database AdventureWorks2016. select project and Stretch, after which select parade screen as proven in Fig. eight.

Fig. 8 - Monitoring repute

determining the video parade option from the stretch assignment will open the dashboard view of the database that has been stretched to Microsoft Azure. It offers details corresponding to Microsoft Azure SQL server name, database name, and database dimension as shown in Fig. 9.

Fig. 9 - Viewing a report for your information

which you could also assess the repute of the Stretch-enabled table (corresponding to stretch eligible row, variety of rows on-premises, and Azure SQL Stretch database) and examine the adventure fitness by clicking View Stretch Database health experience, or check adventure particulars for troubleshooting as proven in Fig. 10. event details includes the error particulars and state. which you can expend this tips to diagnose the error.

For extra tips and documentation on the route to computer screen or troubleshoot Stretch Database, travel to the MSDN web site: https://msdn.microsoft.com/en-us/library/mt484151.aspx.

Fig. 10 - Viewing health of the function

abstract

this article lined very primary tips on the route to deploy a Stretch Database.Its a simple route emigrate archive records to Microsoft Azure and allows you to dynamically stretch warm and frigid transactional records from Microsoft SQL Server 2016 to Microsoft Azure. straightforward implementation, convenient monitoring are features that makes it a preferable solution for institutions that are required to retain historic statistics for a protracted and even indefinite era of time.


How marketers dote Macy’s expend Cloud Synthesis To Optimize customer facts Intel | killexams.com real Questions and Pass4sure dumps

In short

during this excerpt from PSFK and Microsoft's Retail developments Playbook 2020, here's how three brands are enforcing cloud synthesis to maximise the advantages of facts-primarily based intelligence

In 2016, agents neglected out on $150 billion in salary because of terrible personalization. In a rush to tackle this loss, business leaders invested in sophisticated, analytic algorithms devoid of constructing the infrastructure required to grasp and participate the gathered information most simply: fifty two% of businesses countenance challenges connecting the dots between information saved across diverse components of their firm.

retailers are sitting on a wealth of records, but these advantageous insights commonly roam away between disparate teams and siloed channels. information-driven communication channels can assist optimize quick and responsive communique between factories, warehouses, shops and other give chain features, sharing key advice between companions via cloud infrastructures and retaining complete and sundry on tempo to deliver excellence. during this excerpt from PSFK’s Retail tendencies Playbook 2020, made in partnership with Microsoft, here are three examples of main manufacturers the usage of cloud-based options to maximise the benefits of client records intelligence:

NordstromThe luxurious retain chain Nordstrom leverages the cloud platform NuOrder to streamline and democratize insights gathered across its wholesale purchasing methods between the retailer and its suppliers. shifting faraway from its previous system that resulted in too lots leftover inventory waste, the cloud-primarily based strategy permits consumers to examine patterns, establish gaps in patterns and collaborate between teams.

Macy’s dealer DirectDepartment retailer Macy’s created the seller Direct program, which presents an extended product assortment online with the aid of enabling third birthday party carriers to fulfill and ship orders at once to consumers. The program allows Macy’s to present a much broader product assortment without worrying about warehousing, which allows them to refine their inventory extra nimbly and curate their product option in line with purchasers’ buy history and location. It additionally drives traffic to Macy’s physical outlets through in-shop pickup.

Merck KGaAThe German pharmaceuticals firm Merck KGaA is planning to incorporate AI and predictive analytics complete through its complete deliver chain by using the conclusion of 2019. presently, the enterprise is conducting a pilot software that makes expend of analytics software from Aera know-how Inc. to augur demand spikes, establish bottlenecks and alleviate supply shortages for 100 items. The software collects deliver chain facts from Merck KGaA’s different planning techniques and, after the facts is uploaded to Aera’s cloud infrastructure, is analyzed via computing device getting to know algorithms. These algorithms deliver ideas dote supply alterations or demand forecasts.

Cloud synthesis is amongst many different initiatives being taken to radically change facts into superior client experiences. For the entire document, down load PSFK and Microsoft’s Retail trends Playbook 2020 privilege here.

Lead graphic: stock pictures from Monkey enterprise pictures/Shutterstock

In 2016, sellers overlooked out on $a hundred and fifty billion in earnings as a result of negative personalization. In a rush to manipulate this loss, trade leaders invested in refined, analytic algorithms devoid of constructing the infrastructure required to hold and participate the accrued guidance most without difficulty: fifty two% of agencies countenance challenges connecting the dots between data kept across distinctive constituents of their company.

retailers are sitting on a wealth of records, but these advantageous insights frequently roam away between disparate teams and siloed channels. facts-driven verbal exchange channels can serve optimize quickly and responsive conversation between factories, warehouses, shops and other supply chain aspects, sharing key information between companions via cloud infrastructures and maintaining every person on tempo to bring excellence. in this excerpt from PSFK’s Retail traits Playbook 2020, made in partnership with Microsoft, listed below are three examples of main brands the expend of cloud-primarily based options to maximize the benefits of buyer information intelligence:


10 Keys to Microsoft groups Governance Success | killexams.com real Questions and Pass4sure dumps

wall of keys image: Chunlea Ju

A multi-function communication platform dote Microsoft teams is a necessary appliance for today’s work environment — no longer just a complicated piece of tech. practically three-quarters (70 percent) of specialists globally telecommute at the least sooner or later a week, while forty three p.c of U.S. employees achieve this every so often. These workers, and their groups, require seamless 24/7 access to the very information to stay successful.

however managing a company-spanning Microsoft groups atmosphere is no handy assignment. fundamental governance measures should breathe in region to embrace sprawl, at ease inner facts and execute positive efficiency. 

listed below are the ten most captious elements to reckon when constructing your Microsoft teams governance.

1. The introduction manner for recent workplace 365 companies and Microsoft teams

starting from scratch with your governance design means marvelous the commandeer balance. The greater possession stakeholders fill over workplace 365 agencies and Microsoft groups, the greater a success your implementation should be. however this besides must breathe a controlled manner. The capability to create collaboration areas should still handiest breathe afforded to unavoidable individuals, which might besides encompass:

  • Your IT department, which may endorse the features obtainable to each and every subset of clients.
  • enterprise house owners, who fill model responsibility to your enterprise’s facts safety.
  • while content house owners and stakeholders recall their procedures and collaboration spaces, they shouldn’t always breathe depended on to manage integrated functions dote Microsoft groups.

    linked Article: office 365 Governance: set up Your crew

    2. The purpose in the back of recent corporations and teams

    As with the introduction technique, it’s finest to region restrictions across the standards behind collaboration spaces. They at AvePoint fill seen groups with 2,000 users that fill 2,500 workplace 365 businesses — a recipe for multiplied haphazard and charges, and a number of difficult clutter. Chaos already plagues some distance too many groups — 32 p.c of personnel throughout distinctive industries, and 37 percent of those in IT in particular, fill avoided sharing documents as a result of they feared they might by no means learn them once again. 

    clients should warrant their businesses and teams to evade these logjams, nonetheless it additionally shouldn’t believe dote an authoritarian manner. work to gain an constrict with users and stakeholders around most efficient practices for recent collaboration spaces.

    three. The Roles and Stakeholders Who verify These standards

    The past you identify and win over stakeholders and interior notion leaders to advocate build and profit business-huge buy-in for governance tactics, the more suitable. each person to your organization benefits from a thorough figuring out of not just the what in the back of your recent guidelines, but the why. You’ll want the commandeer partners to serve communicate that.

    speak with a wide selection of stakeholders to set up fill assurance and capitalize perception into the struggles faced through conclusion clients. These individuals will reckon preferred and understood, and will disseminate that goodwill complete over the corporation for correct, long-lasting adherence to processes.

    related Article: Microsoft teams: The respectable, The bad, The 'Is it capable?'

    4. Managing entry and ownership

    preserve special statistics of which adult or individuals fill entry and administrative rights to your office 365 agencies and Microsoft groups to evade “shadow IT” traps — tasks that are managed outside of, and without the odds of, the IT department. quiz yourself:

  • Does your department fill the commandeer materials to video parade and hold song of roles and access inside groups and groups?
  • Do they reckon the energy of admins (new), house owners, contributors and external individuals in Microsoft groups?
  • Are stakeholders, as well because it, prison and safety teams, capable of breathe unavoidable guidance is still in the acceptable purposes and collaboration areas?
  • 5. The applications and features users Are Allowed so as to add

    A plethora of purposes can breathe found that can enlarge cloud functions and systems. but you must additionally accord with the elevated risk of third-party capabilities.

    happily, IT departments manipulate the purposes and integrations that can breathe introduced to their Microsoft teams on the crew level. for instance, you might besides now not necessity to enable external sharing. may still clients then breathe able to combine their Microsoft teams to other cloud storage solutions? quiz the commandeer questions, and design your guidelines and procedures cautiously.

    linked Article: Why Your Microsoft groups Governance design needs a Lifecycle mannequin

    6. Structuring and implementing houses and Naming Conventions

    it could actually believe overly restrictive to manipulate how users identify individual businesses and teams, however reflect lower back to these employees who battle to find a document. The equal situation occurs when clients can’t find the group or group they need. And your IT branch can’t apply guidelines or retain information lifecycles in the event that they don’t breathe awake of why a team exists or what assistance it holds. You’ll store time ultimately by using automating houses, naming conventions and lifecycle management from the very rise — in spite of the fact that it makes you suppose dote a Grinch.

    7. policies for Saving, Archiving and Deleting content material in teams

    whereas Microsoft teams is a fairly recent format for collaboration, americans will participate info and files, so that they can nevertheless breathe saved in the team’s SharePoint websites. You necessity to manipulate ordinary questions around content material lifecycle, records management and facts insurance policy/statistics loss protection. Your design should still embrace language around:

  • correct document labeling.
  • Enforcement of content material-degree safety, taxonomy, temperament and automation.
  • Classifications and labels that reflect the information inside files and files.
  • office 365 apparatus such because the safety and Compliance focus and the SharePoint information management core can aid with these approaches, and third-celebration providers in the Microsoft ecosystem besides can deliver lead privilege here.

    linked Article: Why You necessity a data Archiving method

    eight. Which previous company approaches Microsoft groups Will supersede and enhance

    while it could now not hold the identical cognomen recognition for your crew, Microsoft groups will quickly exchange Skype for business. As employees collaborate greater in Microsoft groups and retain in intelligence its performance, they'll better to elements dote chatbots and AI, as well as workflow and PowerPoint integrations.

    before unleashing the entire vigour of teams, set into consequence a metamorphosis administration approach for training users on recent company strategies that raise efficiency and reduce risk. crew members will suppose empowered and breathe able to sustain with the swift tempo of change.

    9. training recent clients on These techniques

    practising is only as captious as manner when it involves a hit implementation. build out your inner working towards program early, and develop relationships with enterprise clients and stakeholders. they'll rotate into an expert evangelists for recent rollouts and advocate you win into account the needs of daily users, making life more straightforward for each person.

    10. integrated purposes That reduce IT and business consumer Burden

    When it involves training users and imposing company procedures, giving clients control over how they can securely interact with know-how reduces the burden of IT worker's to win note and accommodate to each enterprise workflow.

    applications dote circulate, kinds and Sway execute it even more straightforward for clients to create primary workflows, distribute counsel and collaborate. When incorporated with Microsoft teams, these options create a less complicated, streamlined and smooth adventure.

    With the entire tools provided with the aid of office 365, the implementation of protection and governance controls is the winning creep in facilitating a successful, scalable adoption and governance strategy.

    Hunter Willis is a product advertising supervisor at AvePoint and the president of the Richmond SharePoint user neighborhood, MSCA O365. He has been in internet building, SEO and convivial media advertising and marketing for over a decade, and entered the SharePoint house in 2016.


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    Implementing a SQL Data Warehouse

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    Data Warehousing Tip #9 – Test at Volume | killexams.com real questions and Pass4sure dumps

    My next tip is to test your BI solution with the volume of data that you are expecting.  This is paramount to pile a successful system.  You necessity to ensure that you can not only report on your data in a timely manner but besides breathe able to load the volumes and complexity of data that you are expecting.  I would bicker that if you haven’t tested at volume you haven’t really tested at all.

    Testing at volume is vitally principal to your solution, and the earlier you achieve it the easier your job will be.  It’s about understanding the challenges of the volume of data you’re dealing with as early as workable in the progress process, and actually pile the solution to manipulate that volume of data efficiently both in terms of read and write performance.

    How many records are you intending to load per day?  Whether its one million or one billion, execute positive you’ve tested loading that volume of data, and not at the conclude of the progress process but privilege at the beginning.  Can you load it?  Can you query it?  The volume of data you are loading has to shape the solution that you build.

    There is no point in pile a data warehouse to cope with processing one billion recent records a day when you actually only necessity to process one hundred thousand.  You’ll conclude up spending a lot of time and a lot of money pile a system that completely dwarfs your needs so retain to spec.  But if you don’t know how it’s going to achieve processing one hundred thousand rows achieve you just travel and set everything in residence that you can reflect of?  No.  You actually start processing one hundred thousand rows from the word go.

    So you might not know your exact throughput, but you’ll probably fill a remarkable idea, or a worst case assess (worst case being the highest workable throughput).  You may breathe in the position where complete of your source data is already available.  If this is the case there really is no excuse.  When you start to build your solution load complete of it.  If you don’t fill the source data available then mock it up.  If it is coming from flat files then create test files to the exact spec that you are going to receive.  If it’s coming from a DB or from an API achieve the very thing.

    The most extreme issue resulting from not testing at volume that I’ve witnessed is where a company I was working with performed an upgrade for one of their clients.  The solution was dealing a brace of thousand inserts a day.  No history was retained as Part of the upgrade, so it was a brand recent blank database.  Within days of the upgrade going live queries were timing out and the system was unusable for the conclude user.

    I was asked to fill a look.  The problem was that they’d built a scalar office to parse some cognomen and value pairs out of some very large text fields.  The office was being called by stored procedures being executed at query time.  Now SQL Server isn’t remarkable at parsing cognomen and value pairs out of unstructured data, especially when it’s having to achieve it row-by-painstaking-row.  This office in itself wasn’t greatly efficient either.  Parsing the very value multiple times rather than just storing the value retrieved initially in a variable and reusing it.

    What was even better was that they were calling this office not just once per record, but multiple times for each record as there were numerous cognomen and value pairs to retrieve.  Awesome.  When questioned about why they took this approach they said it had worked fine in testing…

    Most queries, however inefficient, will work fine when you test them with a tiny data set.  The system was minuscule in database terms and had gone from zero to only a few thousand records before it had become unusable.  It was an upgrade that went badly wrong, and problems with the system that should never fill seen the light of day were discovered by the conclude user.

    The proper solution to the problem would fill been to parse these cognomen and value pairs from within the source system that was besides Part of the solution, giving the database the data as it wanted it.  Because the issue needed fixing immediately, and the proper solution would win longer to implement, I set in a better workaround within SQL Server.  I rebuilt the office making it as efficient as possible, and then did the parsing as Part of an instead of insert statement.  Catching the insert of the unstructured text and parsing it and loading the parsed data into a recent structured table.  Performing the parsing once on insert rather than every time that the data was queried.  With the database holding data in the route that it was to breathe consumed by the UI queries returned instantaneously.

    Another situation I was involved in was one where I was asked to scale up a system from 500 thousand inserts per day to 100 million.  Seriously.  Now, this in itself wasn’t a problem with not testing at volume as the 100 million wasn’t a requirement until complete of a sudden it was.  However, imagine you knew the anticipated volume but you were testing the system with 0.5% of the planned daily inserts.  What is the point in that?  What are you actually testing?  It was one of the first BI solutions that I was involved with and getting it to work almost broke me.  I did learn a hell of a lot in the process though.

    The one remarkable thing about this situation was that getting the data wasn’t a problem.  They switched the additional feed on almost immediately.  Then I watched everything grind to a halt.  At first I couldn’t enmesh the data into the data warehouse.  They moved from SQL Server standard Edition to Enterprise so that I could expend table partitioning.  I added daily partitions and made other improvements.  I could load the data.

    Then I couldn’t load the Analysis Services multidimensional model.  The incremental load started off okay on an barren measure group but very quickly degraded as the measure group got bigger.  This led me to partitioned measure groups with the partitions aligned with the DW table partitions.  I could then load my measure groups.

    Finally I couldn’t actually query the data within any reasonable timeframe.  They had a web based UI and they wanted results in seconds rather than minutes.  Numerous improvements were needed in the multidimensional model.  Profiling the queries and finding that they were still hitting every partition even when we’d specified the date compass was just one problem.  I pulled the model apart.  Stuff that maybe wasn’t remarkable at 500 thousand records a day but didn’t understanding a problem at those volumes needed reworking.  Which in hindsight is what you’d expect when scaling up a solution to manipulate 200 times the initial throughput.

    This is complete stuff that they could fill tackled up front had they known that was the requirement.  If you know the requirement up front, you don’t fill any excuse if you find yourself in that situation.  It could still breathe a sizable challenge, but we’re here to resolve challenges.  You can’t tackle it if you aren’t awake of it.  Floating along, oblivious to it.

    We did enmesh there in the end.  Just in time for them to settle that they didn’t actually want the system after all.

    These are both extreme examples, but you never want to breathe in the position of not testing your system at volume until you travel live with it.  Testing at volume from as early as workable in the progress side will serve you identify and tackle challenges before they become problems.  You are pile a solution that is suitable for purpose.

    If you aren’t testing at volume you are leaving the performance of your solution to chance.  You may well fill built a lot of solutions and built up a lot of learning and experience, but no amount of learning and suffer can compensate for proper volume testing.

    Testing at volume will exhibit you where there are immediate issues.  Where you necessity to rethink something completely, and where you necessity to tweak something else.  breathe it the ETL/ELT, schema design, indexing, partitioning strategies, you cognomen it.  It will breathe anything that could humiliate as you thrust more data through the data warehouse.  Which within a data warehouse or indeed any database, is pretty much everything.

    The post Data Warehousing Tip #9 – Test at Volume appeared first on BI Design.

    I’m a Microsoft Certified Solution Expert specialising in the design and progress of BI solutions using the complete SQL Server BI stack. I’ve been working with SQL Server since 2003 and fill been developing BI solutions since 2007. I’ve been running my own independent consultancy, based in Southampton, UK, since 2015.


    Seven Considerations When pile a Data Warehouse in the Cloud | killexams.com real questions and Pass4sure dumps

    For the past decade, most companies fill resisted implementing a data warehouse (DW) in the cloud, largely due to concerns about security. In addition, few fill had suffer using cloud-based applications. But times fill changed. Read this report to learn why companies are flocking to the cloud for data warehousing and business intelligence/analytics.

    Download PDF

    How a Data Warehouse Solved a Snack Company’s Data Problems | killexams.com real questions and Pass4sure dumps

    Developing and implementing a data warehousing solution is no smooth undertaking. A lot of companies are discovering that a data warehouse can solve their data and reporting needs. Unfortunately, tall costs, time, and resources leave technologists with an uphill battle. With today’s modern data warehousing solutions, implementing the privilege data warehouse that meets your organization’s needs could breathe one of the most cost effectual and invaluable products you deploy.

    In this post, I’ll interpret how they used a cloud-based data warehouse to solve their data needs. I’ll walk you through the major challenges they faced, the benefits of a data warehouse, and the implementation process. It’s my hope that this article will serve provide answers for individuals exploring data warehouse options.

    Our Challenges Disparate Data Sources and Data Inconsistencies

    Disparate data sources and informal data governance can lead to a very tall cognitive load for domain experts. As an organization grows, the competence for people to Run independent analyses increases as the number of employees that fill access to these data increases. However, if the data required to Run these analyses are disparate and only a select few understand the system schemas, data lifecycles, and workflow processes, then bottlenecks and inefficiencies will arise. Individual analysts will grow impatient and attempt to familiarize themselves with the data the best they can and extract the commandeer data. In the best case scenario, the analyst can extract the data themselves, Run the analysis, and report to the stakeholder with diminutive to no trouble. However, this is seldom the case. What typically tends to befall is two or more analysts work on similar reports, they extract different data sets, enmesh different results, and report back to separate stakeholders. These stakeholders then find out later on that their numbers don’t align with their colleague’s numbers and mistrust sets in. These reporting inconsistencies understanding miscommunication between departments and can breathe costly to resolve.

    Inefficient and intricate Reporting Workflows

    Without integrating these disparate data sources, individuals become subject on inefficient and intricate workflows to solve the most standard business reporting needs. Having many disparate data sources labeled as the “source of truth” makes reporting manual and inefficient.

    Imagine trying to determine whether product feedback ratings and frequent product changes to a membership was a mark that a particular customer wasn’t ecstatic with your service, indicating potential churn. From the analysts point of view, this workflow would consist of manually extracting customer data, revenue transaction data, and product feedback data from three different systems, reading these data into their appliance of selection (Excel, Python or R), merging these data together, manipulating and cleaning these data, developing a model, and reporting the insights back to the stakeholder. An analyst might breathe able to achieve this in a brace of hours, but what if the stakeholder comes back and requests that this become a monthly report? This takes hours out of the analyst’s calendar every month to focus on one metric as opposed to uncovering recent insights.

    I’m positive most of you can imagine this workflow. We’ve complete been there at one point in their careers. It isn’t fun, but it gives us the unique chance to understand the benefits of a data warehouse.

    As your company grows, more people join, recent departments form, and the necessity for an efficient reporting and more organized data infrastructure becomes more captious to scale and win your data and insights to the next level.

    Solving our Problems Centralized Storage and Unified Reporting

    The presence of disparate data sources can lead to inefficient, manual reporting workflows and data inconsistencies across departments with similar metrics but different reporting methodologies. They eliminated these entirely with their data warehouse. Their users only travel to other systems as a ultimate refer now as the data warehouse provides us with one residence to query and merge complete their data together efficiently. They are now able to tailor and serve information to the end-users based on their reporting needs.

    Data and Reporting Automation

    The competence to merge, aggregate, and manipulate data before running an analysis removes the dependency on manual reporting workflows. As long as the necessary data are in the data warehouse, you can leverage SQL in tandem with BI tools or other scripting languages and open source tools to automate the most repetitive analyses and enlarge efficiencies of other data workflows.

    At SnackNation, they leverage SQL and Tableau to deliver automated reports and tall flush dashboards to end-users in various departments. Creating custom SQL queries and visualizations for each report takes time to set up, but once they build the dashboards, they can set it and forget it. Their end-users don’t necessity to email the analysts asking for the report or worry about the hours of work it would win them to Run the very analysis each month. With automation, we’re besides able to avoid miniature human errors that are made from time-to-time in manual reporting.

    To breathe clear, what I’m calling their data warehouse currently exists as a data lake. The main distinction between a data warehouse and a data lake is that a data lake takes the raw data from complete enterprise systems and loads it into a solitary place. There is not much transformation that happens — it usually reflects the source system’s existing schema and their expend cases are not yet defined. We’re not transforming or processing the data during its initial ingestion from their respective sources to match their business model or specific purposes. just data transformation is happening after the fact when they reshape the data to the definition of the business, simplify unavoidable processes, or execute a subset of data more specific to an individual or a team. They leverage open source tools dote RStudio to automate data extraction, build machine learning models, and manipulate advanced ETL processes that are then pushed back to the data warehouse to create data marts. A data mart is a custom subset of data created for specific business units and their reporting needs. Data marts allow for more efficient querying since the data is already manipulated and merged to meet your needs. Transforming the data into the business domain reduces the cognitive load of the end-user since they don’t fill to understand the systems and how they work — they only fill to understand the business as the data reflects it.

    Another route to reflect of it is that we’re now getting their data from a “System of Record” (SoR)for complete automated reporting as opposed to the “Source of Truth” (SoT). The distinction between the two is important. The SoT is the origin of a specific data point or its original entry point into your organization. A SoR is ordained as the residence that provides the most complete and accurate data that observes your businesses operational means because it has been cleaned and processed. For example, a customer’s billing address is first entered in your main CRM during sales prospecting, but then, through system integrations, syncs to your billing system. That data is now stored twice, but your CRM would breathe the SoT for that data point, right? Well, what happens when that sync fails and only the record in your billing system reflects the truth? There is now a discrepancy. Your billing system is now the SoT considering it has the most up-to-date information, and it makes sense logically. The system in which they expend to bill customers should hold the amend billing address. Analysts creating the automated reports or their stakeholders don’t necessity to know where the SoT is; only the people using it directly or the people who fill to troubleshoot discrepancies should.

    Implementing their Data Warehouse Solution

    Before 2018, I had diminutive working suffer with data warehousing. It’s a intricate subject and difficult to jump into without some technology and database knowledge. Having worked in data-heavy roles throughout my career, I’m lucky to fill suffer with relational databases. This helped me enmesh up to hurry with the technical details of data warehousing. I found plenty of resources covering key concepts and technical definitions, but I had pains finding articles describing the actual implementation process. This was a bit shocking to me given that data warehousing is such a accepted concept nowadays.

    Our Technology Team kicked off the project in the rise of 2018. They started by reviewing the necessary requirements and scope of work that would deliver the most appropriate, cost-effective, and scalable solution for their business. Spoiler alert: there’s no one size fits complete solution.

    Things to consider:

  • Scalability — How simple and flexible is it to add/remove data sources and enmesh them up and running to match their business specific needs?
  • Integration — How many data sources will their data warehouse breathe housing and where will it breathe coming from? What BI tools will breathe reading data from the data warehouse?
  • Cost and Performance — What benevolent of queries will they breathe running? How much data will they query at a time?
  • Timeliness — How often will you sync data into the data warehouse? Different reports are more time sensitive and require near real-time data. Some data warehousing solutions fill a variable cost based off execution and data storage. The volume and frequency in which you sync your data could enlarge your overall cost.
  • Security — How will they manage end-user access and permissions to the data warehouse? How will they secure their data and complete of the access points?
  • Data Quality — How will they validate the initial data ingestion? How will they ensure the data they are ingesting into the data warehouse is immaculate and accurate? The ultimate thing they want is to transfer rank data from one system to another.
  • Goal — What are complete the business needs and goals of the data warehouse? What are they trying to solve? What are some initial products that are now workable with a data warehouse? For us it was data automation, machine learning models, and improving reporting efficiencies. Without a clear goal, it will breathe difficult to exhibit the ROI after implementation. execute positive there is a clear strategy.
  • The entire data warehouse project took a few months from ideation to the first data ingestion. They went back and forth between a few tools, but they ended up choosing Panoply, a cloud-based data warehousing solution that sits on RedShift. Panoply is a managed solution that does most of the weighty lifting tasks dote data ingestions, data transformation, re-indexing, and schema modeling. Having someone dedicated to managing this would breathe a full-time job for most data engineers.

    Our biggest motivation was to minimize the overhead of learning a complete data warehouse solution. Since Panoply has data ingestion and a large selection of integrations built-in, getting it up and running was simple. It besides prevented us from having to create ad-hoc solutions and alleviated work from engineers. For integrations that weren’t supported, they leveraged other 3rd party tools dote Stitch Data and SnapLogic to manage ETL processes. The actual data ingestion and data validation Part only took a few days before they were up and running!

    Cost was an principal factor in going with Panoply. Panoply has a fixed cost model that charges you monthly. Most data warehousing solutions carry variable costs that pervade you based on usage and execution.

    Query performance was besides a huge factor in their conclusion making. pile reliable, fast, and near real-time dashboards that report on business KPIs is a huge Part of any analyst’s role. Panoply uses machine learning algorithms to dissect query performance and caches and materializes accepted queries to enlarge the hurry of repeated queries.

    In Summary

    The ROI of a data warehouse is not just the value of the insights your team can deliver. There’s incredible value in freeing up your employees time by removing manual, inefficient reporting workflows and minimizing data inconsistencies. That time once spent compiling data and running manual analyses on a weekly or monthly basis adds up! Prior to deploying their data warehouse, they had their analysts spending 30+ hours a month on repetitive tasks and reports. There wasn’t time to tackle recent projects or solve recent problems. With their data warehousing solution, they removed these manual and repetitive workflows, and are able to uncover insights faster, solve business problems more efficiently, and leverage their data in new, innovative ways that they were never able to before. We’ve only begun to scratch the surface in the ways they can expand their data and insights with their data warehouse.

    Let me know what you reflect in the comments below! What are some of the ways a data warehouse solved your data problems?



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