{"id":6409,"date":"2026-11-13T17:07:05","date_gmt":"2026-11-13T11:07:05","guid":{"rendered":"https:\/\/rbc-grp.solutions\/?p=6409"},"modified":"2026-11-13T17:12:56","modified_gmt":"2026-11-13T11:12:56","slug":"vitriny-dannyh-arrfr-2027","status":"publish","type":"post","link":"https:\/\/rbc-grp.solutions\/en\/vitriny-dannyh-arrfr-2027\/","title":{"rendered":"ARDFM Data Marts: What Kazakhstan&#8217;s Banks Must Have Ready by 1 January 2027"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full\" src=\"https:\/\/rbc-grp.solutions\/wp-content\/uploads\/2026\/11\/cover_arrfr_waves_en.jpg\" alt=\"ARDFM data marts 2027: requirements for banks in Kazakhstan\" width=\"1200\" height=\"630\" style=\"max-width:100%;height:auto;\" \/><\/p>\n<p><strong>From 1 January 2027, Kazakhstan&#8217;s banks must give the regulator direct access to their data through data marts. The ARDFM draft rules are already published, and only weeks remain before the new year. Here is what is required, why &#8220;we&#8217;ll do it in December&#8221; won&#8217;t work, and how to turn an obligation into an asset the bank itself can use.<\/strong><\/p>\n<h2>What happened<\/h2>\n<p>The new law &#8220;On Banks and Banking Activity in the Republic of Kazakhstan&#8221; obliges second-tier banks to maintain data marts (in Russian, <em>\u0432\u0438\u0442\u0440\u0438\u043d\u044b \u0434\u0430\u043d\u043d\u044b\u0445<\/em>). The launch has already been postponed once: instead of June 2026, the provisions take effect on 1 January 2027. Nobody has promised a second delay.<\/p>\n<p>On 16 October 2026 the Agency for Regulation and Development of the Financial Market (ARDFM) published a draft resolution with the rules for building, maintaining and updating the data marts. Public consultation closed on 3 November. At the time of writing the document is still a draft, and details may change. But the outline of the requirements is clear already, and waiting for the final wording before starting work is like waiting for the first snow to buy winter tyres.<\/p>\n<h2>What exactly the bank must do<\/h2>\n<p>A data mart is a separate, structured database on the bank&#8217;s own infrastructure. The regulator does not take the data away; it queries the data mart through a centralized platform. The platform&#8217;s technology operator is the Digital Development Center of the National Bank.<\/p>\n<p>The law names the basic data categories: the loan portfolio, large depositors, large payments, money transfers and cash withdrawals. The full list of fields will be set by the regulator in technical specifications.<\/p>\n<p>Key requirements of the draft:<\/p>\n<ul>\n<li><strong>Automatic loading only.<\/strong> Data reaches the data mart from the bank&#8217;s internal systems with no human involved. Manual loading is prohibited, so the familiar &#8220;Excel heroics before the reporting date&#8221; are no longer an option.<\/li>\n<li><strong>24\/7 operation.<\/strong> The data mart must be available around the clock.<\/li>\n<li><strong>Quality control.<\/strong> Data is checked both on the bank&#8217;s side and on the operator&#8217;s platform against the approved specifications.<\/li>\n<li><strong>An immutable log.<\/strong> The system records who accessed which data and when. The log cannot be edited or deleted and must be kept for at least three years.<\/li>\n<li><strong>Strict deadlines for failures.<\/strong> The bank gives five working days&#8217; notice of planned maintenance. It reports an unplanned failure within two hours of detecting it, fixes it within three working days, and then reports on the causes within one working day.<\/li>\n<li><strong>Secure channels.<\/strong> Access is provided either by read-only queries to the database or through an API. Bank secrecy is not waived.<\/li>\n<\/ul>\n<p>The requirements apply to second-tier banks and to branches of non-resident banks.<\/p>\n<h2>Why this is not &#8220;just another report&#8221;<\/h2>\n<p>A report can be assembled by hand, checked by eye and sent by the deadline. A data mart does not work that way: it has to be current all the time, not by the fifth of the month. That changes the nature of the task.<\/p>\n<p>A report is a photograph. A data mart is a live broadcast. In a photograph you can fix the lighting and crop what you don&#8217;t want. Live, everything shows as it is: mismatches between the core banking system and the loan module, reference data kept differently in every system, &#8220;temporary&#8221; manual adjustments now in their fifth year.<\/p>\n<p>That is why a data mart project is 20% technology and 80% getting the data in order. Don&#8217;t blame the mirror.<\/p>\n<h2>What being late costs<\/h2>\n<p>The draft rules do not spell out specific sanctions for an unready data mart, and we are not going to invent fine amounts. But the price of being late is more than fines:<\/p>\n<ul>\n<li><strong>Supervisory attention.<\/strong> The regulator needs data marts to detect risks early. A bank whose data mart is down or returns poor-quality data becomes such a risk itself.<\/li>\n<li><strong>A scramble instead of a project.<\/strong> The later you start, the higher the chance of meeting 1 January with a stopgap. And a stopgap is expensive, stressful, and comes with technical debt you will be paying off all next year.<\/li>\n<li><strong>Life as a fire brigade.<\/strong> Two hours to report a failure and three working days to fix it are requirements for a mature operations process. A solution thrown together in a hurry will break more often, and every failure is now visible to the regulator.<\/li>\n<li><strong>Lost upside.<\/strong> A bank that builds its data mart as a box-ticking exercise pays the full price and gets nothing from it for itself.<\/li>\n<\/ul>\n<h2>How long it really takes<\/h2>\n<p>The main planning mistake is to count development time only. Before the first line of code, the bank goes through choosing a contractor, agreeing the contract and arranging access to its systems. Each of these steps easily takes weeks, not days.<\/p>\n<p>Then comes the hard part: taking inventory of the sources, agreeing the calculation logic for each indicator, cleaning up reference data, setting up the loads, quality checks, load tests, and building the operations process. Measure twice, cut once is not a proverb here; it is the project schedule.<\/p>\n<p>By our estimate, a turnkey data mart takes about eight weeks from contract signing, with some stages running in parallel. The arithmetic is simple: a contract signed in November still leaves a chance of a full launch by 1 January. Later than that, only a temporary solution is realistic by that date, to be brought up to the target design afterwards.<\/p>\n<p>The conclusion: if the project has not started yet, every week without a decision shortens the plan. Putting it off until December means choosing the stopgap in advance.<\/p>\n<h2>What to do now: a plan for the coming weeks<\/h2>\n<ol>\n<li><strong>Appoint an owner.<\/strong> A data mart is not &#8220;an IT project&#8221;. It needs an executive with authority over IT, risk, finance and reporting at once.<\/li>\n<li><strong>Take inventory of the sources.<\/strong> Where does the data on loans, deposits, payments, transfers and cash live today? Which systems, which formats, who is responsible.<\/li>\n<li><strong>Assess data quality.<\/strong> Find the mismatches before the operator&#8217;s platform finds them.<\/li>\n<li><strong>Choose the architecture.<\/strong> A separate data mart on top of an existing warehouse, or a new data warehouse (DWH) with the regulatory data mart as its first consumer. The second path takes longer at the start but pays off. Either way, the core banking system stays as it is: the data mart is set up as a separate layer alongside it.<\/li>\n<li><strong>Design operations.<\/strong> Monitoring, on-call duty, a failure notification procedure, redundancy. The 24\/7 requirement is as much about people and processes as about servers.<\/li>\n<li><strong>Plan for change.<\/strong> The specifications will be refined. A solution in which every new field means a month of rework will be obsolete before it goes live.<\/li>\n<\/ol>\n<h2>What we build warehouses and data marts on<\/h2>\n<p>A regulatory data mart is no reason to buy a closed &#8220;box&#8221; with a licence for years ahead. We build enterprise data warehouses and data marts on open technologies that the world&#8217;s technology companies run on. It is the rare case where fashionable and practical are the same thing.<\/p>\n<ul>\n<li><strong>StarRocks + Apache Iceberg: open code and an open format.<\/strong> Iceberg was born at Netflix and runs at Apple; StarRocks is used by Airbnb and Pinterest. The bank&#8217;s data sits in an open format, not in a vendor&#8217;s black box.<\/li>\n<li><strong>dbt: rules as code.<\/strong> Every calculation rule is code with automated tests, stored in the bank&#8217;s Git repository. You can see who changed what and when. For audit it is a gift; for the team it is the end of &#8220;ask the one person who remembers how this is calculated&#8221;.<\/li>\n<li><strong>Data Vault 2.0: a new source without a rebuild.<\/strong> The regulator extends the list of fields, the bank replaces its core system or launches a new product: the warehouse is extended, not rebuilt.<\/li>\n<li><strong>Checks before loading, quarantine, alerts.<\/strong> Data is validated on the way in. Doubtful records go to quarantine and the people responsible are alerted at once. Data is reconciled with the balance sheet, and every field in the data mart can be traced back to its source and calculation rule. Only what has passed the checks reaches the data mart.<\/li>\n<li><strong>A management shell and portal from RBC Group.<\/strong> On top of the open stack we provide our own shell and a portal with dashboards through which the bank manages its warehouse. Loads, data freshness, check results and alerts are visible on one screen, not in a dozen consoles.<\/li>\n<li><strong>Transparency instead of a black box.<\/strong> The calculation rules and the data model are stored in the bank&#8217;s Git repository: every change is visible, verifiable and stays with you.<\/li>\n<\/ul>\n<p>What this gives an executive:<\/p>\n<ul>\n<li><strong>The budget goes into the result.<\/strong> Open-source software carries no licence fees. The money goes into implementation and infrastructure, not into the right to use.<\/li>\n<li><strong>It is easy to support.<\/strong> The foundation is SQL and code in Git. There are far more such specialists on the market than experts in a rare closed platform, and a new employee reads the rules in the repository instead of reconstructing them from oral tradition.<\/li>\n<li><strong>Ready for AI.<\/strong> Rules written as code are readable not only by engineers but by AI assistants too: explain how an indicator is calculated, propose a test, prepare a change. And data in an open format is available to any analytics or ML tool without exports and conversions.<\/li>\n<\/ul>\n<p>This is how data platforms are built at companies younger than most banks that process orders of magnitude more data. The good news: a bank does not have to be Netflix to use the same tools.<\/p>\n<h2>How the bank itself benefits from the data mart<\/h2>\n<p>The good news: the data the regulator needs is the data the board needs. The loan portfolio, large clients and cash flows are the basis of management reporting, risk analytics and <a href=\"https:\/\/rbc-grp.solutions\/en\/avtomatizatsiya-byudzhetirovaniya\/\">budgeting<\/a>.<\/p>\n<p>If the data mart is built on a proper data warehouse, the same foundation covers several tasks at once: the regulatory data mart, management reports with no manual assembly, plan-versus-actual analysis and scenario planning in an EPM system such as <a href=\"https:\/\/rbc-grp.solutions\/en\/ibm-planning-analytics\/\">IBM Planning Analytics<\/a>. Put the data in order once and everyone uses it, from the risk manager to the CFO.<\/p>\n<p>Building a data mart for the regulator alone is like running water into the house and using one tap.<\/p>\n<h2>Questions and answers<\/h2>\n<h3>What is an ARDFM data mart?<\/h3>\n<p>It is a structured database on the bank&#8217;s infrastructure to which the Agency for Regulation and Development of the Financial Market has secure access for supervision and early risk detection.<\/p>\n<h3>When does the requirement take effect?<\/h3>\n<p>The provisions of the law on data marts take effect on 1 January 2027. At the time of publication, the rules for building and maintaining data marts exist as a draft ARDFM resolution.<\/p>\n<h3>Who does the requirement apply to?<\/h3>\n<p>Second-tier banks of Kazakhstan and branches of non-resident banks.<\/p>\n<h3>What data must the data mart contain?<\/h3>\n<p>The law names the loan portfolio, large depositors, large payments, money transfers and cash withdrawals. The exact set of fields will be defined by the regulator&#8217;s technical specifications.<\/p>\n<h3>Can data be loaded into the data mart manually?<\/h3>\n<p>No. The draft rules require automatic loading from the bank&#8217;s internal systems and explicitly prohibit manual loading.<\/p>\n<h3>Is the bank&#8217;s data handed over to the regulator for storage?<\/h3>\n<p>No. Primary data stays in the bank. The operator&#8217;s platform queries the data mart for each request and does not store primary data permanently.<\/p>\n<h3>How does a data mart differ from a DWH?<\/h3>\n<p>A DWH is a warehouse where data from the bank&#8217;s different systems is gathered and brought to a single form. A data mart is a prepared slice of that data for a particular consumer, in this case the regulator. A data mart is most reliable when there is a warehouse underneath it.<\/p>\n<h3>What technologies does RBC Group use to build warehouses and data marts?<\/h3>\n<p>An open stack: StarRocks and Apache Iceberg for storage and queries, dbt for calculation rules and tests, and the Data Vault 2.0 methodology for the data model. The warehouse is managed through a shell and a dashboard portal from RBC Group. The calculation rules and the data model are stored in the bank&#8217;s Git repository.<\/p>\n<h2>How RBC Group can help<\/h2>\n<p>RBC Group builds data warehouses for banks in Kazakhstan on open technologies, is developing a solution for regulatory data marts, and implements IBM Planning Analytics for budgeting and management reporting on the same data. The core of our team has been building data warehouses for banks and financial organizations since 2002. If you need to assess your bank&#8217;s readiness for the 2027 requirements, start with a short audit of data sources and data quality: it will show the real scope of work and the timeline.<\/p>\n<p><a href=\"https:\/\/rbc-grp.solutions\/en\/contacts\/\">Contact us<\/a>: <a href=\"mailto:marketing@rbc-grp.solutions\">marketing@rbc-grp.solutions<\/a>, +7 727 258 1712.<\/p>\n<h2>Sources<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.zakon.kz\/pravo\/6535216-instrument-vitriny-dannykh-vnedryat-v-bankakh-dlya-osushchestvleniya-kontrolya.html\" target=\"_blank\" rel=\"noopener\">Zakon.kz: \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u0438\u0442\u0440\u0438\u043d\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043d\u0435\u0434\u0440\u044f\u0442 \u0432 \u0431\u0430\u043d\u043a\u0430\u0445 \u0434\u043b\u044f \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f<\/a><\/li>\n<li><a href=\"https:\/\/finratings.kz\/news\/17164-banki-otkroiut-gosudarstvu-obshirnyi-dostup-k-dannym-o-dengakh-kazakhstantsev\/\" target=\"_blank\" rel=\"noopener\">Finratings.kz: \u0411\u0430\u043d\u043a\u0438 \u043e\u0442\u043a\u0440\u043e\u044e\u0442 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0443 \u043e\u0431\u0448\u0438\u0440\u043d\u044b\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0434\u0430\u043d\u043d\u044b\u043c \u043e \u0434\u0435\u043d\u044c\u0433\u0430\u0445 \u043a\u0430\u0437\u0430\u0445\u0441\u0442\u0430\u043d\u0446\u0435\u0432<\/a><\/li>\n<li><a href=\"https:\/\/lsm.kz\/banki-obyazhut-otkryt-regulyatoru-dostup-k-svoim-bazam-dannyh\" target=\"_blank\" rel=\"noopener\">LS: \u0411\u0430\u043d\u043a\u0438 \u043e\u0431\u044f\u0436\u0443\u0442 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0443 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0441\u0432\u043e\u0438\u043c \u0431\u0430\u0437\u0430\u043c \u0434\u0430\u043d\u043d\u044b\u0445<\/a><\/li>\n<li><a href=\"https:\/\/forbes.kz\/articles\/arrfr-sozdast-sistemu-dostupa-k-dannym-bankov-dlya-usileniya-kontrolya-248987\" target=\"_blank\" rel=\"noopener\">Forbes Kazakhstan: \u0410\u0420\u0420\u0424\u0420 \u0441\u043e\u0437\u0434\u0430\u0441\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0434\u0430\u043d\u043d\u044b\u043c \u0431\u0430\u043d\u043a\u043e\u0432 \u0434\u043b\u044f \u0443\u0441\u0438\u043b\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f<\/a><\/li>\n<li><a href=\"https:\/\/inbusiness.kz\/ru\/last\/banki-kazahstana-otkroyut-regulyatoru-pryamoj-dostup-k-dannym\" target=\"_blank\" rel=\"noopener\">Inbusiness.kz: \u0411\u0430\u043d\u043a\u0438 \u041a\u0430\u0437\u0430\u0445\u0441\u0442\u0430\u043d\u0430 \u043e\u0442\u043a\u0440\u043e\u044e\u0442 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0443 \u043f\u0440\u044f\u043c\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0434\u0430\u043d\u043d\u044b\u043c<\/a><\/li>\n<li><a href=\"https:\/\/finratings.kz\/news\/10331-novye-pravila-dlia-bankov-priniaty-v-rk-glavnye-tezisy-zakona\/\" target=\"_blank\" rel=\"noopener\">Finratings.kz: \u041d\u043e\u0432\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0434\u043b\u044f \u0431\u0430\u043d\u043a\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0432 \u0420\u041a: \u0433\u043b\u0430\u0432\u043d\u044b\u0435 \u0442\u0435\u0437\u0438\u0441\u044b \u0437\u0430\u043a\u043e\u043d\u0430<\/a><\/li>\n<\/ul>\n<p><em>This article is based on open sources as of 13 November 2026: publications in Kazakhstan&#8217;s business media about the draft ARDFM resolution (in Russian). It is not legal advice; once the resolution is approved, the requirements may differ from the draft.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>From 1 January 2027, Kazakhstan&#8217;s banks give the ARDFM access to data marts. What the draft rules require, how long it takes and what to do now.<\/p>\n","protected":false},"author":6,"featured_media":6420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[173],"tags":[],"class_list":["post-6409","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-stati-en"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"From 1 January 2027, Kazakhstan&#039;s banks give the ARDFM access to data marts. 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