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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 denomination : Implementing a SQL Data Warehouse
Vendor denomination : Microsoft
braindumps : 237 actual Questions

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Microsoft Implementing a SQL Data

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

Micorosoft has interpose a profitable odds to agencies of consummate 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 attach into consequence on your atmosphere. It can subsist a manageable and low-budget alternative to off-load glacial information remotely to slit expenses with protection, storage, and so on. Your election to attach into consequence Stretch DB is often according to Azure pricing in comparison to the imbue of upgrading your storage potential. You may additionally moreover faith how regularly the glacial information has to subsist accessed when you deem that efficiency can subsist impacted by way 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 subsist able to examine SQL Server Stretch Database Pricing.

The article will display you how to migrate the historical information transparently and securely to the Microsoft Azure cloud, which provides for low in cost availability of glacial facts while maintaining it secure and unchanged. you'll perceive a way to stretch your on-premises information to the cloud but still abide the skill to query the absolutely accessible and online desk and to monitor and maneuver the stretched tables.

To attach 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 way 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 role on database, as shown in Fig. 1. From SQL Server administration Studio (SSMS), preempt click the database that holds the table(s) you exigency 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 all table contents otherwise you can choose particular rows to stretch.

Fig. 2 - The Stretch Database wizard

For this example, we've chosen the all OrderTracking desk to subsist 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 status to do expend of for Stretch Database. Specify even if you wish to expend an current server or create a fresh Azure server. we've chosen an current server during this illustration.

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

with the protest to stretch a database desk to Azure, the database abide to abide 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 choose IP ply page, you can select the subnet IP address range, or the public IP ply of your SQL Server, to create a firewall rule on Azure that lets SQL Server talk with the far flung Azure server.

The IP ply or addresses that you provide on this web page disclose 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 - choose 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 beginning provisioning the database to the Azure SQL Stretch database server. When complete, the abstract page will exhibit a list of tasks and their popularity. subsist sure that every one initiatives abide handed repute, and then click immediate 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 display Stretch Database

you abide 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 status your bloodless facts is saved. which you could moreover determine how many batches and rows of information abide 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 abide stretched to Microsoft Azure. 

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

Fig. 8 - Monitoring repute

determining the video display option from the stretch task 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 mistake particulars and state. which you can expend this tips to diagnose the error.

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

Fig. 10 - Viewing health of the function


this article lined very primary tips on the way to deploy a Stretch Database.Its a simple way emigrate archive records to Microsoft Azure and allows you to dynamically stretch warm and glacial 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 enjoy Macy’s expend Cloud Synthesis To Optimize customer facts Intel | killexams.com actual 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 share the gathered information most simply: fifty two% of businesses pan 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 meander 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 counsel between companions via cloud infrastructures and retaining consummate 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 arduous Merck KGaA is planning to incorporate AI and predictive analytics consummate 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 vaticinate require 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 enjoy supply alterations or require 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 ply this loss, trade leaders invested in refined, analytic algorithms devoid of constructing the infrastructure required to hold and share the accrued guidance most without difficulty: fifty two% of agencies pan 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 meander away between disparate teams and siloed channels. facts-driven verbal exchange channels can inspirit 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 actual Questions and Pass4sure dumps

wall of keys image: Chunlea Ju

A multi-function communication platform enjoy Microsoft teams is a necessary utensil for today’s labor environment — no longer just a elaborate 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 same information to remain successful.

however managing a company-spanning Microsoft groups atmosphere is no handy assignment. fundamental governance measures should subsist in region to include sprawl, at ease inner facts and do sure efficiency. 

listed below are the ten most critical elements to deem when constructing your Microsoft teams governance.

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

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

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

    linked Article: office 365 Governance: set up Your crew

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

    As with the introduction technique, it’s finest to zone restrictions across the standards behind collaboration spaces. They at AvePoint abide seen groups with 2,000 users that abide 2,500 workplace 365 businesses — a recipe for multiplied random 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, abide avoided sharing documents as a result of they feared they might by no means ascertain them once again. 

    clients should warrant their businesses and teams to evade these logjams, nonetheless it additionally shouldn’t believe enjoy an authoritarian manner. labor to reach an shrink with users and stakeholders around most efficient practices for fresh 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 fresh guidelines, but the why. You’ll want the preempt partners to inspirit communicate that.

    speak with a wide selection of stakeholders to set up abide confidence and capitalize perception into the struggles faced through conclusion clients. These individuals will deem preferred and understood, and will disseminate that goodwill consummate 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 abide 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. ask yourself:

  • Does your department abide the preempt materials to video display and hold song of roles and access inside groups and groups?
  • Do they deem 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 subsist 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 subsist create that can increase cloud functions and systems. but you must additionally conform with the elevated risk of third-party capabilities.

    happily, IT departments ply the purposes and integrations that can subsist introduced to their Microsoft teams on the crew level. for instance, you might moreover now not exigency to enable external sharing. may still clients then subsist able to combine their Microsoft teams to other cloud storage solutions? ask the preempt questions, and protest your guidelines and procedures cautiously.

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

    6. Structuring and implementing houses and Naming Conventions

    it could actually believe overly restrictive to ply how users identify individual businesses and teams, however assume 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 subsist watchful 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 beginning — in spite of the fact that it makes you suppose enjoy a Grinch.

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

    whereas Microsoft teams is a fairly fresh format for collaboration, americans will share info and files, so that they can nevertheless subsist saved in the team’s SharePoint websites. You exigency to ply confidential questions around content material lifecycle, records management and facts insurance policy/statistics loss protection. Your protest should still include language around:

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

    linked Article: Why You exigency a data Archiving method

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

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

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

    9. training fresh clients on These techniques

    practising is only as critical as method when it involves a hit implementation. build out your inner working towards program early, and develop relationships with enterprise clients and stakeholders. they'll circle into an expert evangelists for fresh rollouts and advocate you pick 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 pick note and apt to each enterprise workflow.

    applications enjoy circulate, kinds and Sway do 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 easy adventure.

    With the entire tools provided with the aid of office 365, the implementation of protection and governance controls is the winning sprint 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 sociable 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 actual 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 edifice a successful system.  You exigency to ensure that you can not only report on your data in a timely manner but moreover subsist able to load the volumes and complexity of data that you are expecting.  I would wrangle that if you haven’t tested at volume you haven’t really tested at all.

    Testing at volume is vitally valuable to your solution, and the earlier you enact 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 possible in the development process, and actually edifice the solution to ply 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, do sure you’ve tested loading that volume of data, and not at the immediate of the development 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 edifice a data warehouse to cope with processing one billion fresh records a day when you actually only exigency to process one hundred thousand.  You’ll immediate up spending a lot of time and a lot of money edifice a system that completely dwarfs your needs so retain to spec.  But if you don’t know how it’s going to execute processing one hundred thousand rows enact you just depart and attach everything in status that you can assume 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 abide a profitable idea, or a worst case estimate (worst case being the highest possible throughput).  You may subsist in the position where consummate 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 consummate of it.  If you don’t abide 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 enact the same 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 yoke of thousand inserts a day.  No history was retained as Part of the upgrade, so it was a brand fresh blank database.  Within days of the upgrade going live queries were timing out and the system was unusable for the immediate user.

    I was asked to abide a look.  The problem was that they’d built a scalar role to parse some denomination and value pairs out of some very large text fields.  The role was being called by stored procedures being executed at query time.  Now SQL Server isn’t much at parsing denomination and value pairs out of unstructured data, especially when it’s having to enact it row-by-painstaking-row.  This role in itself wasn’t greatly efficient either.  Parsing the same 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 role not just once per record, but multiple times for each record as there were numerous denomination 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 labor 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 abide seen the light of day were discovered by the immediate user.

    The proper solution to the problem would abide been to parse these denomination and value pairs from within the source system that was moreover Part of the solution, giving the database the data as it wanted it.  Because the issue needed fixing immediately, and the proper solution would pick longer to implement, I attach in a better workaround within SQL Server.  I rebuilt the role 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 fresh structured table.  Performing the parsing once on insert rather than every time that the data was queried.  With the database holding data in the way that it was to subsist 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 consummate 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 labor almost broke me.  I did learn a hell of a lot in the process though.

    The one profitable 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 derive the data into the data warehouse.  They moved from SQL Server criterion 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 bare 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 orbit was just one problem.  I pulled the model apart.  Stuff that maybe wasn’t much at 500 thousand records a day but didn’t antecedent a problem at those volumes needed reworking.  Which in hindsight is what you’d expect when scaling up a solution to ply 200 times the initial throughput.

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

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

    These are both extreme examples, but you never want to subsist in the position of not testing your system at volume until you depart live with it.  Testing at volume from as early as possible in the development side will inspirit you identify and tackle challenges before they become problems.  You are edifice a solution that is apt for purpose.

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

    Testing at volume will exhibit you where there are immediate issues.  Where you exigency to rethink something completely, and where you exigency to tweak something else.  subsist it the ETL/ELT, schema design, indexing, partitioning strategies, you denomination it.  It will subsist anything that could abase 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 development of BI solutions using the complete SQL Server BI stack. I’ve been working with SQL Server since 2003 and abide been developing BI solutions since 2007. I’ve been running my own independent consultancy, based in Southampton, UK, since 2015.

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

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

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

    Developing and implementing a data warehousing solution is no easy undertaking. A lot of companies are discovering that a data warehouse can unravel their data and reporting needs. Unfortunately, lofty 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 subsist one of the most cost efficient and invaluable products you deploy.

    In this post, I’ll define how they used a cloud-based data warehouse to unravel 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 inspirit 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 lofty cognitive load for domain experts. As an organization grows, the skill for people to flee independent analyses increases as the number of employees that abide access to these data increases. However, if the data required to flee 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 preempt data. In the best case scenario, the analyst can extract the data themselves, flee the analysis, and report to the stakeholder with tiny to no trouble. However, this is seldom the case. What typically tends to occur is two or more analysts labor on similar reports, they extract different data sets, derive different results, and report back to sunder stakeholders. These stakeholders then find out later on that their numbers don’t align with their colleague’s numbers and dubiety sets in. These reporting inconsistencies antecedent miscommunication between departments and can subsist costly to resolve.

    Inefficient and intricate Reporting Workflows

    Without integrating these disparate data sources, individuals become topic on inefficient and intricate workflows to unravel the most criterion 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 sign that a particular customer wasn’t elated 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 utensil of election (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 subsist able to enact this in a yoke 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 fresh insights.

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

    As your company grows, more people join, fresh departments form, and the exigency for an efficient reporting and more organized data infrastructure becomes more critical to scale and pick 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 depart to other systems as a last apply now as the data warehouse provides us with one status to query and merge consummate 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 skill to merge, aggregate, and maneuver 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 increase efficiencies of other data workflows.

    At SnackNation, they leverage SQL and Tableau to deliver automated reports and lofty level 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 exigency to email the analysts asking for the report or worry about the hours of labor it would pick them to flee the same analysis each month. With automation, we’re moreover able to avoid petite human errors that are made from time-to-time in manual reporting.

    To subsist clear, what I’m calling their data warehouse currently exists as a data lake. The main unlikeness between a data warehouse and a data lake is that a data lake takes the raw data from consummate enterprise systems and loads it into a single 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. suitable data transformation is happening after the fact when they reshape the data to the definition of the business, simplify unavoidable processes, or do a subset of data more specific to an individual or a team. They leverage open source tools enjoy RStudio to automate data extraction, build machine learning models, and ply 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 abide to understand the systems and how they work — they only abide to understand the business as the data reflects it.

    Another way to assume of it is that we’re now getting their data from a “System of Record” (SoR)for consummate automated reporting as opposed to the “Source of Truth” (SoT). The unlikeness between the two is important. The SoT is the source of a specific data point or its original entry point into your organization. A SoR is ordained as the status 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 subsist 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 exigency to know where the SoT is; only the people using it directly or the people who abide to troubleshoot discrepancies should.

    Implementing their Data Warehouse Solution

    Before 2018, I had tiny working suffer with data warehousing. It’s a intricate topic and arduous to jump into without some technology and database knowledge. Having worked in data-heavy roles throughout my career, I’m lucky to abide suffer with relational databases. This helped me derive up to hurry with the technical details of data warehousing. I create plenty of resources covering key concepts and technical definitions, but I had disaster 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 beginning of 2018. They started by reviewing the necessary requirements and scope of labor that would deliver the most appropriate, cost-effective, and scalable solution for their business. Spoiler alert: there’s no one size fits consummate solution.

    Things to consider:

  • Scalability — How simple and flexible is it to add/remove data sources and derive them up and running to match their business specific needs?
  • Integration — How many data sources will their data warehouse subsist housing and where will it subsist coming from? What BI tools will subsist reading data from the data warehouse?
  • Cost and Performance — What kindhearted of queries will they subsist 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 abide a variable cost based off execution and data storage. The volume and frequency in which you sync your data could increase your overall cost.
  • Security — How will they manage end-user access and permissions to the data warehouse? How will they secure their data and consummate 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 last thing they want is to transfer faulty data from one system to another.
  • Goal — What are consummate the business needs and goals of the data warehouse? What are they trying to solve? What are some initial products that are now possible with a data warehouse? For us it was data automation, machine learning models, and improving reporting efficiencies. Without a lucid goal, it will subsist difficult to exhibit the ROI after implementation. do sure there is a lucid 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 cumbersome lifting tasks enjoy data ingestions, data transformation, re-indexing, and schema modeling. Having someone dedicated to managing this would subsist 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 moreover prevented us from having to create ad-hoc solutions and alleviated labor from engineers. For integrations that weren’t supported, they leveraged other 3rd party tools enjoy 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 valuable factor in going with Panoply. Panoply has a fixed cost model that charges you monthly. Most data warehousing solutions carry variable costs that imbue you based on usage and execution.

    Query performance was moreover a huge factor in their decision making. edifice 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 analyze query performance and caches and materializes accepted queries to increase 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 fresh projects or unravel fresh problems. With their data warehousing solution, they removed these manual and repetitive workflows, and are able to uncover insights faster, unravel 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 assume in the comments below! What are some of the ways a data warehouse solved your data problems?

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