Overcoming Transaction Data Hurdles for High-Volume Businesses


Apr 11, 2024 by Cal Zielinko

In the complex dance of finance, the monthly close is the grand finale—a crucial act that ensures accuracy in reporting, compliance with regulations, and, quite frankly, the trust of stakeholders. However, for high-volume businesses, this process is akin to a high-stakes relay race in which the baton, or in this case, the transaction data, must be handed off seamlessly and speedily among the finance team. This high-wire performance must be executed with precision, yet the tango of transaction management poses formidable hurdles, often threatening to throw the entire process off balance.

The challenges are not abstract; they are a reality for businesses processing a high volume of transactions from multiple sources, across various currencies, and amidst the relentless demand for instantaneous results. This blog post aims to illuminate these hurdles, explore current practices of transaction data management, and introduce a cutting-edge solution—Numeral—that promises to transform the closing process into a harmonious and automated symphony.

Identifying Common Challenges

The month-end close is a sprint that many finance teams are forced to run as a marathon. High-volume businesses feel the brunt of this dichotomy, often contending with the following hurdles:

The Perpetual Cycle of Data Consolidation

Every finance professional is familiar with the phrase ‘time is of the essence’. Nowhere is this truer than in the cycle of transaction data consolidation, where every second counts in delivering accurate reports.

  • Extracting data from diverse systems: Diverse payment gateways, ERP systems, and financial applications produce siloed data, which must be aggregated for a comprehensive financial perspective.
  • Unifying transactions for a comprehensive overview: Merging transaction data from sources, including sales, refunds, and chargebacks, to understand the financial health.
  • Addressing missing details: Incomplete data is a common ailment, requiring the detective work of finance teams to track down and incorporate overlooked transactions.
  • Reconciling transactions: A multi-step process involving matching invoices to customer payments and vendor credits to the right place and time in the ledger, ensuring the numbers add up.
  • Estimating journal entries: In some cases, the complexity and inaccuracy of transaction details necessitate educated guesswork, a dangerous precedent in financial reporting.

Implications of Current Practices

The struggle for speed often comes at the expense of accuracy, leading to:

  • Impact on audit processes: The Herculean task of auditing month-end activities is thwarted by a lack of comprehensive, accurate, and timely transaction data.
  • Risk of restatements: Erroneous numbers can lead to the painful process of restating financial reports, which not only erodes confidence in the business’s financial health but also suggests inadequacies in internal controls.

Exploring Solutions to Data Consolidation Woes

In the quest for a more efficient month-end close, finance teams turn to a variety of tools and methodologies. Each has its merits and shortcomings, shaping the tug-of-war between speed and precision.

Centralizing Data via Data Warehouses

  • Benefits of a unified system: Aggregating all transaction data in a single location provides a panoramic view and offers a single source of truth.
  • Drawbacks of overwriting historical data: While procedural, it presents a perilous challenge for auditing and retrospective analysis, as it distorts the historical context of transactions.
  • Accessibility trade-offs: The quest for centralization can lead to data ‘black holes’, where stakeholders are unable to access data vital to their roles, hampering informed decision-making.

Utilizing Business Intelligence (BI) Solutions

  • Organizing and visualizing transaction data: BI solutions excel at converting data into actionable insights through charts, graphs, and customized reports.
  • Currency standardization challenges: Operating in a global market means transacting in various currencies, and BI tools often fall short in converting and standardizing currency for accurate financial reporting.

Streamlining Processes with Excel and Documentation

  • Role in managing data processes: Familiar and flexible, Excel and documentation are warriors of customization, able to adapt to the unique transactional needs of any business.
  • Manual challenges and risks: Relying on manual inputs increases the likelihood of errors, leading to inaccuracies that compromise the sanctity of financial statements.

Overcoming Challenges through Automation

The silver bullet for many of the hurdles in transaction data consolidation is automation. The promise of automating processes lies in the standardization and enhancement of accuracy and efficiency.

Introducing Numeral: A Solution to Data Challenges

  • Transforming transaction data: Numeral’s innovative approach transforms the chaos of raw transaction data into a streamlined, unified accounting record—an invaluable asset for the finance team.
  • Features of Numeral: Numeral’s arsenal includes robust data consolidation, enrichment, and standardization tools, underpinned by the latest in automation technology.
  • Numeral’s Approach to Data Management: Here, we elaborate on how Numeral tackles transaction data hurdles head-on, presenting a vision of a future where financial reconciliation is not a frantic sprint but a controlled acceleration towards the finish line.

Centralized Repository for Data Storage

Numeral advocates for a centralized repository for transaction data, where all transactions are stored and accessed. This unified system is not a mere collection of financial data; it is a living and evolving hub that stores detailed transaction history and contextual information.

Data Enrichment Rules

Data enrichment through Numeral adds a layer of intelligence to raw transaction data. It fills in the missing pieces by applying rules that append necessary details to transactions, including customer and vendor information, product descriptions, and payment statuses.

Conversion into Standardized and Reportable Format

Numeral’s most profound impact on the month-end close is perhaps its ability to convert transaction data into a standardized, reportable format. Gone are the days of laborious formatting; Numeral ensures that every line of every transaction is uniform, clean, and ready for analysis.

Numeralizing The Data

Numeral’s pièce de résistance is  “numeralizing the data”. This numeralization is the distilled essence of all transaction data, a snapshot that tells a comprehensive story without the need to sift through clunky spreadsheets and disparate data sources.


The art of mastering the month-end close lies in the ability to manage transaction data efficiently. For high-volume businesses, this presents a formidable challenge. We’ve peeled back the layers to reveal the intricate web of hurdles that characterize this vital process. We’ve examined current practices and their limitations and proposed a solution that stands on the precipice of revolutionizing the world of transaction data management.

As businesses continue to process increasing volumes of transactions, the need for a streamlined and automated solution is no longer a luxury but a requirement. Numeral stands at the forefront of this evolution, promising to not only alleviate the pressures of the month-end close but to redefine what’s possible in transaction data management. The question now is not ‘if’ finance teams will adopt an automated approach, but ‘when’. Those who seize the opportunity early will find themselves not only ahead of the curve but setting a new standard for financial excellence.