The CFO’s Guide to SaaS KPIs, Metrics, and Dashboards

Cash Flow Report

A Complete Step-by-Step Guide with Functional & Technical Specifications

A Note on Our Previous Approach

https://satvasolutions.com/blog/xero-cash-flow-report-without-api

We previously explored a different method for generating a Cash Flow Report from Xero data.

During implementation, we identified some limitations with that approach and moved to a revised solution.

This article describes the approach that was ultimately implemented and produced the desired results.

Chapter 1: Understanding the Big Picture

Every business, big or small, needs to know one fundamental truth at the end of each month: where did the money actually go and where did it come from? Not profit on paper.

Not figures on invoices. Real cash, moving in and out of bank accounts.

This is exactly what a Cash Flow Report tells you. Unlike a Profit & Loss statement, which records income when it is earned and expenses when they are incurred, the Cash Flow Report tracks only actual cash movements.

If you raised an invoice but the customer has not paid yet, that money does not appear here. If you paid a supplier by bank transfer, it does.

This guide walks you through the complete journey from raw accounting data in a system like Xero, all the way to a clean, structured Cash Flow Report that your finance team and stakeholders can rely on.

It is both a business explainer and a technical blueprint.

What Does a Cash Flow Report Actually Show?

A well-structured Cash Flow Report is divided into four key sections, each telling a different part of the money story:

SectionWhat It TracksSimple Question It Answers
Operating ActivitiesDay-to-day business cash – receipts from customers, payments to suppliers and employees.Are we making cash from running the business?
Investing ActivitiesCash spent or received from buying/selling long-term assets like machinery or property.Are we investing wisely in our assets?
Financing ActivitiesCash from owners, loans, or repayments – equity and debt movements.How are we funding the business?
Cash & Cash EquivalentsOpening balance, net change during the month, and closing balance.How much cash do we actually have?

Chapter 2: Where the Data Comes From

Before we can build anything, we need to understand what data feeds the report.

This is where accounting platforms like Xero come into the picture. Xero provides a set of well-structured APIs that give us everything we need account definitions and cash journal entries.

Think of it in two layers. The first layer is the Chart of Accounts, a master list of every financial category the business uses, from revenue accounts to fixed asset codes.

The second layer is the Journal Entries, the transactional heartbeat of the system, recording every single financial event as it happens.

The API Endpoints That Power Everything

API EndpointData ProvidedWhy It Matters
/AccountsChart of accountsGives us account categories, types, and reporting codes the classification engine.
/Journals?paymentsOnly=trueCash-based journal entriesFilters to only real cash movements – no accruals, no estimates.

The critical filter here is paymentsOnly=true on the Journals API. This single parameter is the most important decision in the entire data pipeline.

It ensures we are capturing only transactions that resulted in actual cash changing hands not accounting adjustments, depreciation entries, or unrealised figures.

KEY INSIGHT

The difference between a cash flow report and a P&L is this filter. Without paymentsOnly=true, you get accounting entries. With it, you get real cash movements. Always use it.

Chapter 3: Step-by-Step: Syncing the Data

Now the journey begins in earnest. Data from Xero needs to find its way into our own database, where we can control it, query it, and build reports on top of it. This happens in two clean, sequential steps.

Step 1 Sync the Chart of Accounts

The first step is to pull a fresh copy of all accounts from Xero into our local Account table. This is the foundation that everything else depends on, because every journal line references an account.

Call the GET /Accounts endpoint and map the response fields to the target table columns. This sync should run once daily, or whenever your finance team makes a change to the chart of accounts in Xero.

Xero API FieldTarget Database Column
AccountIDAccountID (Primary Key)
CodeCode
NameName
ClassAccountClassTypes (REVENUE, EXPENSE, ASSET, etc.)
TypeType (e.g., FIXED, CURRLIAB)
ReportingCodeReportingCode

Step 2 Sync the Cash Journals

With accounts in place, the second step is to pull journal entries. Use GET /Journals?paymentsOnly=true to retrieve all cash-based journal lines and insert or update them in the JournalLineCash table.

For each journal returned by the API, extract and map the following:

  • JournalDate, JournalNumber, and JournalLineID for timeline and identification
  • AccountID, linking every line back to the Account table
  • GrossAmount, NetAmount, TaxAmount, Debit, and Credit for financial values
  • SourceType this is the transaction classifier (e.g., CASHPAID, ACCRECPAYMENT)

The SourceType field deserves special attention. It is the field that tells us why this cash movement occurred was it a customer payment, a supplier payment, or a bank transaction? The report logic depends heavily on this classification.

SYNC FREQUENCY

Run the Accounts sync daily. Run the Journals sync nightly for most businesses, or hourly for high-volume transaction environments. Always use incremental sync to avoid re-processing old data.

Chapter 4: The Database: Designing for Accuracy

Good reporting starts with good data structure. The two core tables Account and JournalLineCash are designed to be lean, well-indexed, and perfectly aligned with the Xero data model.

Table 1: Account

This is the classification master table. Every account in Xero maps to one row here. The most important columns for cash flow classification are AccountClassTypes, Type, and ReportingCode.

ColumnData TypeDescription
AccountIDuuidPrimary key unique identifier for each account.
Codevarchar(10)Short account code (e.g., 400 for Sales).
AccountClassTypesvarchar(50)High-level category: REVENUE, EXPENSE, ASSET, LIABILITY, EQUITY.
Typevarchar(50)Detailed type: FIXED, CURRLIAB, DIRECTCOSTS, etc.
ReportingCodevarchar(200)Standard code (e.g., ASS.NCA.FIX.PLA) used for precise filtering.
CurrencyCodevarchar(50)Currency of the account – INR, USD, GBP, etc.
CompanyIduuidLinks account to the correct company in multi-tenant systems.
TenantIdvarchar(100)Xero’s tenant reference for multi-org setups.

Table 2: JournalLineCash

This is the transactional core every cash journal line lives here. It references the Account table and carries the financial amounts needed for every report calculation.

ColumnData TypeDescription
IduuidPrimary key for each journal line.
JournalDatedateDate the transaction occurred core for monthly grouping.
SourceTypevarchar(30)Type of transaction: CASHPAID, ACCRECPAYMENT, CASHREC, etc.
AccountIDuuidForeign key linking to the Account table.
GrossAmountnumeric(18,2)Amount including tax used for Operating and Financing.
NetAmountnumeric(18,2)Amount net of tax used for Investing (asset purchases/sales).
TaxAmountnumeric(18,2)Tax portion of the transaction.
CompanyId / TenantIduuid / varcharMulti-company and multi-tenant identifiers.

INDEXING TIP

Always add a composite index on (CompanyId, JournalDate) for the JournalLineCash table. This single index dramatically speeds up monthly report generation across multi-company environments.

Chapter 5 Business Logic: Classifying Every Transaction

This is where the intelligence of the report lives. Not every transaction belongs to the same section. A payment to a supplier is an Operating activity. Buying a new machine is an Investing activity.

A loan from the owner is Financing. The classification logic uses three fields SourceType, AccountClassTypes, and ReportingCode in combination.

Operating Activities

Receipts from Customers

Cash actually received from customers for goods or services sold. These are inflows.

  • SourceType must be one of: ACCRECPAYMENT, ACCRECCREDIT, or CASHREC
  • AccountClassTypes must be REVENUE, AccountType must be REVENUE
  • Amount used: GrossAmount (inclusive of any tax)

Payments to Suppliers and Employees

Cash paid out to vendors, suppliers, or as staff salaries. These are outflows.

  • SourceType must be one of: CASHPAID, ACCPAYPAYMENT, EXPPAYMENT, ACCPAYCREDIT, or ARCREDITPAYMENT
  • AccountClassTypes must be EXPENSE
  • Amount used: GrossAmount

Other Operating Receipts and Payments

Smaller operational items like interest income refunds or minor exchange losses. Interest income uses TaxAmount if AccountType is FIXED; otherwise GrossAmount.

Minor losses use GrossAmount with reporting codes EXP.FOR.UGL or EXP.FOR.RGL.

Investing Activities

Proceeds from Sale of Property, Plant & Equipment

Cash received from selling long-term physical assets machinery, vehicles, buildings. AccountClassTypes: ASSET, Type: FIXED, ReportingCode matches ASS.NCA.FIX.PLA.%. Amount used: NetAmount.

Payment for Property, Plant & Equipment

Cash paid to acquire new long-term assets. Same classification as above but represents outflows. ReportingCode is ASS.NCA.FIX.PLA or ASS.NCA.FIX.OWN.PLA. Amount used: NetAmount.

Other Investing Items

Other asset-related cash movements such as security deposits. AccountClassTypes: ASSET, ReportingCode contains ASS.CUR. Amount: GrossAmount.

Financing Activities

Cash movements related to owners or lenders contributions, loan drawdowns, or repayments. AccountClassTypes must be LIABILITY or EQUITY, Type must be CURRLIAB, and the ReportingCode must not be TAX. Amount used: GrossAmount.

The Calculation Formulas

Section NetFormula
Net Operating CashReceipts from customers + Other inflows Payments to suppliers Other payments
Net Investing CashProceeds from PPE sales + Other inflows PPE purchases
Net Financing CashAll financing inflows All financing outflows
Net Cash Flow (Period)Net Operating + Net Investing + Net Financing
Cash at End of PeriodCash at Beginning of Period + Net Cash Flow for Period

Chapter 6: The SQL Layer: Aggregation & Views

Once the data is synced and classified, the database does the heavy lifting. Two layers of SQL logic transform raw journal lines into a clean monthly cash flow statement.

Layer 1 Stored Procedure for Pre-Aggregation

The stored procedure runs monthly (or on-demand) and pre-computes cash flow totals per company per month.

By grouping JournalLineCash by CompanyId and Month(JournalDate), and applying the classification logic (SourceType, AccountClassTypes, ReportingCode), it produces summary figures that the reporting layer can serve instantly.

Pre-aggregation is an important design choice. Without it, every time a user opens the report, the database would need to scan and classify potentially thousands of journal lines in real time.

The stored procedure does this work once, overnight, and caches the results.

Layer 2 PostgreSQL View: cash_flow_statement_monthly_all_companies

The main reporting view sits on top of the aggregated data and brings it all together. It is the final SQL layer that any application, dashboard, or export tool reads from. Key design highlights of this view include:

  • Uses recursive CTEs to generate a continuous monthly date range – no gaps even in months with zero transactions
  • Joins JournalLineCash with the Account table to access ReportingCode and AccountClassTypes for every line
  • Uses CASE conditions to sum each cash flow category separately – receipts, payments, investing, financing
  • Calculates cumulative EndCash using a running SUM(NetCashFlows) OVER (ORDER BY month) window function
  • Derives BeginCash as the prior month’s EndCash sensuring perfect continuity across periods

AMOUNT RULES

Operating & Financing sections use GrossAmount (tax-inclusive). Investing section uses NetAmount (tax-exclusive). This distinction matches standard IAS 7 cash flow presentation requirements.

Chapter 7: End-to-End Flow & Final Output

Let us now trace the complete journey of a single transaction through the entire system from the moment it happens in the real world to the moment it appears on the Cash Flow Report.

StepSourceTargetExample
1Xero Accounts APIAccount TableAccountClassTypes: EXPENSE, Code: 400, Type: DIRECTCOSTS
2Xero Journals APIJournalLineCash TableJournalDate: 2025-10-15, SourceType: CASHPAID, GrossAmount: 6,300.00
3SQL Stored ProcedureAggregated Monthly TotalsNetOperating: −7,187.38, NetInvesting: −6,300.00
4PostgreSQL ViewFinal Report DatasetAll sections with BeginCash, EndCash, and NetCashFlows per company per month
5Application / DashboardCash Flow Report UI or PDFCash Flow Report for October 2025 – ready for finance team

The Final Report What Finance Sees

After all the data pipeline steps are complete, here is what the finished report looks like for a sample period:

SectionLine ItemAmount
OperatingReceipts from customers₹8,307.00
OperatingPayments to suppliers & employees−₹14,961.43
OperatingOther receipts / payments (net)₹532.95 / −₹100.00
Net Cash from Operating Activities−₹7,187.38
InvestingProceeds from sale of PPE₹10,000.00
InvestingPayment for PPE−₹6,300.00
Net Cash from Investing Activities−₹6,300.00
FinancingOther financing items (owner contribution)+₹1,507.00
Net Cash from Financing Activities+₹1,507.00
NET CASH FLOW FOR PERIOD−₹11,980.38
Cash PositionCash at Beginning of Period₹924.29
Cash PositionCash at End of Period (Overdraft)−₹11,056.09

Maintenance, Validation & Best Practices

A cash flow report is only as good as the data that feeds it. Once the system is live, maintaining data quality and pipeline reliability becomes the ongoing priority.

The following practices should be embedded into your operations from day one.

Sync & Performance

  • Run the Accounts sync daily changes to the chart of accounts are infrequent but critical when they happen
  • Run the Journals sync nightly for most businesses; increase to hourly for high-volume operations
  • Always use incremental sync track the last synced JournalDate and only pull newer records
  • Add a composite database index on (CompanyId, JournalDate) on the JournalLineCash table this is non-negotiable for performance

Data Validation

  • Validate that every JournalLineCash.AccountID maps to a valid Account.AccountID before inserting
  • Skip journals without valid AccountClassTypes and write them to an error log for manual review
  • Cross-check monthly EndCash totals against Xero’s own bank reconciliation figures as a sanity check
  • Flag any SourceType values not in the known classification list these indicate new transaction types that need mapping

Error Handling

Never silently discard failed records log every skipped journal with its JournalID, reason, and timestamp.

  • Build a monitoring alert for sync failures a missed nightly sync means stale report data
  • Maintain a mapping table for SourceType to report section, so new transaction types can be classified without code changes

Summary of Deliverables

To build this system end to end, five deliverables are needed:

  • Database Tables : Account and JournalLineCash, with correct types and indexes
  • Data Sync Services : Scheduled jobs for Accounts API and Journals API (paymentsOnly)
  • Stored Procedure : Monthly pre-aggregation per company, per section
  • PostgreSQL View : cash_flow_statement_monthly_all_companies, the final reporting layer
  • Business Report : UI dashboard or PDF export for finance teams and stakeholders

This architecture ensures accurate, scalable, and audit-ready cash flow reporting.

Cash Flow Account Mapping Approach

Chapter 8 What Problem Are We Actually Solving?

Imagine you have been using Xero to run your business for a few years. Your bookkeeper has entered hundreds of transactions, set up custom accounts that made sense for your business, and everything looks tidy inside Xero itself.

Now you connect Xero to a reporting tool and ask it to generate a Cash Flow Report. You expect the numbers to match what you see in Xero.

But they do not. Totals are off. Some lines are wrong. A few transactions sit in an “Uncategorised” bucket that nobody knows what to do with.

This is the exact problem we are solving. And understanding why it happens is the first step to fixing it properly.

Why Does the Mismatch Happen?

A Profit & Loss report and a Balance Sheet are relatively straightforward to generate from Xero data. The rules are clear and consistent. But a Cash Flow Report is different it is more subjective.

The same transaction can legitimately belong to different sections depending on the context of the business.

THE CORE ISSUE

Cash flow classification is not just about what an account is called. It is about what that account means for your specific business and that varies from one organisation to the next.

The classic example is the account called “Donations.” Three businesses, three completely different classifications:

BusinessHow They Use DonationsCash Flow Classification
A churchDonations are their main income – money coming in from members.Operating Inflow (income)
A schoolDonations received are used to buy computers and equipment.Investing Outflow (asset purchase)
A regular businessThey donate to charity as a business expense.Operating Outflow (expense)

Same account name. Three completely different meanings. No automated system can guess this correctly every single time which is exactly why some accounts end up misclassified or uncategorised in the final report.

Chapter 9: Why Standard Accounts Are Easy, Custom Ones Are Not

When we test the system using a Xero demo company, things usually look great. The numbers match up, the categories are correct, and the report balances cleanly. So why does it fall apart for real businesses?

The answer comes down to the difference between standard Xero accounts and custom accounts created by users.

Standard Xero Accounts: The Easy 85–90%

When you first set up Xero, it provides a default Chart of Accounts a pre-built list of account categories like Sales, Cost of Goods Sold, Bank Fees, and so on. These accounts have well-known properties: a consistent Account Type, a Reporting Code, and a Source Type that the system can reliably read.

For these accounts, auto-mapping works extremely well. The system can confidently say: “This is a REVENUE account with Source Type ACCRECPAYMENT it belongs in Operating Cash Inflows.” No ambiguity, no guessing.

This covers the majority of transactions for most businesses roughly 85 to 90 percent of the chart of accounts.

GOOD NEWS

For most clean Xero setups with minimal customisation, auto-mapping alone will produce a highly accurate cash flow report with very little manual effort needed.

Custom User Accounts The Remaining 10–15%

Here is where it gets tricky. Real businesses rarely stick to the default chart of accounts.

Over time, their bookkeeper or accountant creates custom accounts tailored to their specific needs. These might look like:

  • “Donations” : could mean income, expense, or an asset purchase
  • “Owner Drawings” : could be equity withdrawal or a financing movement
  • “Special Income” : unclear without knowing what the business does
  • “One-Time Expense” : no standard classification exists for this
  • “Director Loan” : could be liability repayment or financing inflow

These accounts have no standard Reporting Code. Their Account Type might be generic. And most importantly, the name alone tells us nothing definitive about where they belong in a cash flow report.

This is the 10 to 15 percent of accounts that causes 90 percent of the mismatches.

Chapter 10: How Other Tools Handle This (Industry Practice)

We are not the first to face this challenge. Established financial reporting tools that connect to Xero such as Spotlight Reporting, Reach Reporting, and SIFT Analytics have all developed a well-proven approach to handle this exact problem.

Rather than trying to auto-classify everything and hoping for the best, these tools introduce a structured mapping review step between data sync and report generation. Here is how their workflow looks:

StepActionWhat Happens
1Connect & SyncThe tool connects to Xero and pulls all account and transaction data.
2Auto-MapThe system automatically classifies all standard accounts it can confidently identify.
3Show Mapping ScreenA review screen displays: mapped accounts in their correct buckets, and unmapped accounts in a separate list.
4Admin Fixes the RestThe admin or finance user drags and drops (or selects from a dropdown) to assign the remaining unmapped accounts – typically 5 to 10 minutes of work.
5Generate ReportThe final cash flow report is generated using the combination of auto-mapped rules and the saved manual overrides.

The most important detail in this workflow is Step 4. The manual mapping is a one-time effort per organisation.

Once an admin has told the system that “Owner Drawings” belongs in Financing Activities, that mapping is saved and reused automatically every month going forward. No repeated work. No developer involvement required.

KEY PRINCIPLE

Auto-classify as much as possible. Give the admin a simple override tool for the rest. Save it once. Reuse it every month. This is the industry-standard approach and it works.

Chapter 11: The Two-Layer Mapping Model

Drawing from industry best practice, the recommended solution is a two-layer mapping model.

Think of it as a smart system with a human safety net one that handles the obvious cases automatically, and hands off the edge cases to the people who actually know the business.

Layer 1 – Auto-Mapping (The Smart System)

The first layer handles everything the system can classify with confidence. This is rule-based logic that looks at three stable properties of each account:

  • Account Type for example, REVENUE, EXPENSE, ASSET, LIABILITY, EQUITY
  • Source Type the type of transaction, such as CASHPAID, ACCRECPAYMENT, CASHREC
  • Reporting Code / Reporting Code Name Xero’s own classification codes like ASS.NCA.FIX.PLA for fixed assets

Using these three signals together, the system can confidently classify roughly 85 to 90 percent of all accounts into the correct cash flow section. For businesses with a clean, standard chart of accounts, this accuracy can be even higher.

Layer 2 – Manual Mapping (The Human Safety Net)

For the accounts that remain unclassified or are flagged as uncertain, the second layer kicks in. This is a simple, user-friendly interface where an admin or finance user can:

  • See a list of all unmapped or uncertain accounts in one place
  • Assign each account to the correct cash flow bucket Operating, Investing, or Financing using a dropdown or drag-and-drop
  • Save the mapping once it is stored and applied automatically every subsequent month
  • Override any incorrectly auto-mapped account if needed

The expected time investment for this manual step is just 5 to 10 minutes per organisation, done once during initial setup.

Layer 1: Auto-MappingLayer 2: Manual Mapping
Who does it?The system automaticallyAdmin or finance user
Coverage~85–90% of accountsRemaining 10–15%
Time requiredInstant, runs on sync5–10 minutes, one-time per org
BasisAccount Type, Source Type, Reporting CodeHuman judgement and business context
FrequencyEvery sync, automaticallyOnce per org, then reused monthly

Chapter 12: The New End-to-End Workflow

With the two-layer model in place, the overall workflow for generating a cash flow report changes slightly compared to before.

The key difference is the mandatory mapping review step that now sits between data sync and report generation.

This step is what transforms the system from one that guesses and gets it partially wrong, to one that is accurate, explainable, and consistent month after month.

The New Workflow Step by Step

  1. Connect Xero: The user connects their Xero account to your reporting platform.
  2. Sync COA and Transactions: The system pulls the full chart of accounts and all cash journal entries from Xero.
  3. Run Auto-Mapping: Layer 1 immediately classifies all accounts it can identify with confidence, using Account Type, Source Type, and Reporting Code rules.
  4. Show Mapping Review Screen: A clear review screen appears, showing: all auto-mapped accounts under their correct cash flow lines, and all unmapped or uncertain accounts in a separate list below.
  5. Admin Assigns the Remaining Accounts: The admin reviews the unmapped list and assigns each account to the correct cash flow section. This is a one-time effort, taking roughly 5 to 10 minutes.
  6. Mapping is Saved: The completed mapping is stored against the organisation and will be applied automatically in all future monthly reports.
  7. Cash Flow Report is Generated: The final report is built using auto-mapping rules plus all saved manual overrides, producing an accurate, balanced, and consistent output.

IMPORTANT CHANGE

Previously, the report was generated immediately after sync. Now, there is one extra step the Mapping Review. This is not a burden; it is the feature that makes the report trustworthy.

Chapter 13: Where Should the Mapping Live?

A practical question came up during discussions: who builds the mapping screen, and where is the mapping data stored? Two options were explored.

Option 1 Mapping UI in the Middleware (the middleware provider Side)

In this approach, the middleware provider builds the mapping screen inside the middleware or admin portal.

The mapping data is stored in the middleware database. your reporting platform simply consumes the already-categorised cash flow data via an API they never see the raw unmapped accounts.

  • Simpler for your reporting platform to integrate they just get a clean, categorised result
  • Mapping is centrally managed by the middleware provider or a shared admin
  • Less flexibility for end-customers to manage their own mapping

Option 2 – Mapping UI in your reporting platform (Recommended)

In this approach, the middleware provider provides the intelligence and the APIs, but your reporting platform builds the mapping screen inside their own application. This gives the end-customer a native, seamless experience.

The middleware provider’s role in this model:

  • Provide an API that returns the list of unmapped accounts for a given organisation
  • Provide an API that accepts mapping overrides submitted by the user
  • Apply the saved mapping automatically during every report generation run

Your reporting platform’s role in this model:

  • Build a simple, clean mapping screen in their application
  • Allow the end-customer or admin to assign accounts during onboarding
  • Submit the mapping back to the middleware provider’s API for storage and application
FactorOption 1: Middleware UIOption 2: your reporting platform UI (Recommended)
End-user experienceAdmin portal, less native feelSeamless inside your reporting platform app
Who builds the UI?the middleware provider / middleware teamyour reporting platform team
Where is mapping stored?Middleware databaseyour reporting platform, synced to middleware
Customer controlLimitedFull – admin can update mapping anytime
Recommended?NoYes

Chapter 14: Success Criteria & Open Questions

With the two-layer model implemented correctly, the system should deliver on two levels of success primary outcomes for the end report, and secondary outcomes for the operational experience.

Primary Success Criteria

These are the non-negotiable outcomes that define whether the solution has worked:

  • The cash flow report must reconcile and balance as closely as possible to Xero’s own bank and cash balances
  • Even for accounts where categorisation involves some judgement, the output must be explainable the admin must be able to point to why each line appears where it does
  • The report must be consistent month-on-month the same account must always appear in the same section, with no unexplained jumps or reclassifications between months

Secondary Success Criteria

These outcomes determine how smooth the ongoing experience is:

  • An admin can fix any remaining classification gaps themselves, no dependency on the development team
  • The mapping effort stays small and is a one-time task per organisation, not a recurring monthly burden

Open Questions for your reporting platform Team

Two important decisions still need to be made before implementation begins:

1. Who Owns the Mapping?

Should mapping changes be restricted to your reporting platform internal admin team only? Or should end-customers (the business owners or their accountants) also be able to adjust mappings themselves? And should every mapping change be recorded in an audit trail showing who changed what and when?

2. Where Should Mapping Be Stored?

Should the mapping data be stored in the middleware database and pushed out to your reporting platform via API? Or should it be stored inside your reporting platform system and sent to the middleware whenever the report is generated? Each approach has implications for data ownership, sync reliability, and the user experience.

RECOMMENDATION

Resolve these two questions before starting development. They affect database design, API contracts, and the security model. Getting alignment early avoids costly rework later.

Article by

Chintan Prajapati

Chintan Prajapati is the Founder and CEO of Satva Solutions and a seasoned computer engineer with over two decades of experience in the software industry. His expertise spans Accounting & ERP Integrations, Robotic Process Automation, and the development of technology solutions built around leading ERP and accounting platforms with a particular focus on responsible AI and machine learning in fintech.Chintan holds a BE in Computer Engineering and carries an impressive roster of certifications, including Microsoft Certified Professional, Microsoft Certified Technology Specialist, Certified Azure Solution Developer, Certified Intuit Developer, Certified QuickBooks ProAdvisor, and Xero Developer.Over the course of his career, he has made a measurable impact on the accounting industry consulting on and delivering integration and automation solutions that have collectively saved thousands of man-hours. His writing aims to offer readers practical, insight-driven advice on harnessing technology to unlock greater business efficiency.When he steps away from the desk, Chintan can be found trekking through mountain trails or watching birds in the wild. Grounded in the philosophy of delivering the highest value to clients, he continues to champion innovation and excellence in digital transformation from his home base in Ahmedabad, India.