Reason About and Validate Virtual Card Transactions
Quick Overview
Reason through a virtual-card product and validate transactions from encoded card and transaction flags. The exercise combines product trade-offs with careful one-based digit parsing, Boolean policy evaluation, malformed-input handling, and boundary tests.
Reason About and Validate Virtual Card Transactions
Company: Capital One
Role: Software Engineer
Category: Software Engineering Fundamentals
Difficulty: medium
Interview Round: Onsite
# Reason About and Validate Virtual Card Transactions
A virtual-card transaction contains a 16-digit `card_number`, an 8-digit `transaction_id`, and an integer dollar `amount`. Positions below are counted from the left starting at 1.
- Transaction ID digit 7: `1` means online; `0` means in person.
- Transaction ID digit 6: `1` means charge; `0` means authorization.
- Card digit 15: `1` means merchant-bound; `0` means not merchant-bound.
- Card digit 14: `1` means Master; `0` means Visa.
- Card digit 13: `1` means multi-use; `0` means one-time-use.
Visa is valid exactly when `(merchant-bound AND multi-use) OR (online AND amount < 100 AND type is not authorization)`.
Master is valid exactly when `(amount < 100 AND (online OR in-person) AND not merchant-bound) OR (merchant-bound AND amount > 100)`.
### Constraints & Assumptions
- Both identifiers must have the exact stated length and contain only decimal digits.
- Every encoded flag digit must be either `0` or `1`; malformed input is rejected rather than interpreted.
- Amount is a non-negative integer.
- The rules use strict inequalities, so an amount of exactly `100` satisfies neither `< 100` nor `> 100`.
### Clarifying Questions to Ask
- Should malformed input return `False`, an error object, or raise an exception?
- Are leading zeros meaningful and therefore preserved as strings?
- Does transaction type affect Master validation beyond the rules given?
- Is the validator stateless, or must one-time-use cards be tracked across transactions?
### Part 1: Product Reasoning
Explain important benefits and drawbacks of virtual cards for both end users and the issuing bank. Separate security, user experience, operations, economics, and support concerns.
#### Hints
- Consider both normal purchases and failure or dispute scenarios.
- Distinguish what a card format enables from what still requires issuer-side state.
#### What This Part Should Cover
- Balanced reasoning for both stakeholders.
- Concrete trade-offs and failure modes without relying on unstated product claims.
- Metrics or evidence that could validate the proposed benefits.
### Part 2: Validation Design and Example
Describe a data model and validation flow. Then determine whether this transaction is valid:
```text
card_number = "1234567891011111"
transaction_id = "50781100"
amount = 150
```
#### Hints
- Parse named fields before evaluating the network-specific predicate.
- Show the relevant digit positions explicitly to avoid an indexing error.
#### What This Part Should Cover
- Input validation, field decoding, and network dispatch.
- A traceable evaluation of the example against the exact Boolean rule.
- Boundary cases and a test strategy.
### What a Strong Answer Covers
- A clean separation between parsing, domain representation, policy evaluation, and stateful product controls.
- Correct handling of malformed identifiers and strict amount boundaries.
- A balanced product analysis tied to observable outcomes.
- A clear, auditable conclusion for the supplied example.
### Follow-up Questions
1. How would you add issuer-configurable rules without embedding them in application code?
2. What extra state is needed to enforce one-time use safely under concurrent requests?
3. How would you make validation decisions explainable to support and risk teams?
4. Which tests would protect against one-based versus zero-based indexing mistakes?
Quick Answer: Reason through a virtual-card product and validate transactions from encoded card and transaction flags. The exercise combines product trade-offs with careful one-based digit parsing, Boolean policy evaluation, malformed-input handling, and boundary tests.
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Reason About and Validate Virtual Card Transactions
Reason About and Validate Virtual Card Transactions
A virtual-card transaction contains a 16-digit card_number, an 8-digit transaction_id, and an integer dollar amount. Positions below are counted from the left starting at 1.
Transaction ID digit 7:
1
means online;
0
means in person.
Transaction ID digit 6:
1
means charge;
0
means authorization.
Card digit 15:
1
means merchant-bound;
0
means not merchant-bound.
Card digit 14:
1
means Master;
0
means Visa.
Card digit 13:
1
means multi-use;
0
means one-time-use.
Visa is valid exactly when (merchant-bound AND multi-use) OR (online AND amount < 100 AND type is not authorization).
Master is valid exactly when (amount < 100 AND (online OR in-person) AND not merchant-bound) OR (merchant-bound AND amount > 100).
Constraints & Assumptions
Both identifiers must have the exact stated length and contain only decimal digits.
Every encoded flag digit must be either
0
or
1
; malformed input is rejected rather than interpreted.
Amount is a non-negative integer.
The rules use strict inequalities, so an amount of exactly
100
satisfies neither
< 100
nor
> 100
.
Clarifying Questions to Ask Guidance
Should malformed input return
False
, an error object, or raise an exception?
Are leading zeros meaningful and therefore preserved as strings?
Does transaction type affect Master validation beyond the rules given?
Is the validator stateless, or must one-time-use cards be tracked across transactions?
Part 1: Product Reasoning
Explain important benefits and drawbacks of virtual cards for both end users and the issuing bank. Separate security, user experience, operations, economics, and support concerns.
Hints
Consider both normal purchases and failure or dispute scenarios.
Distinguish what a card format enables from what still requires issuer-side state.
What This Part Should Cover Guidance
Balanced reasoning for both stakeholders.
Concrete trade-offs and failure modes without relying on unstated product claims.
Metrics or evidence that could validate the proposed benefits.
Part 2: Validation Design and Example
Describe a data model and validation flow. Then determine whether this transaction is valid: