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Query lifecycle, transactions, and ORM

Separate bound data from statements and trace ownership from query results to commit. Indexes, pools, and ORM organize different parts of that lifecycle.

CORE · RED · BLUE · ARTIFACT · PRACTICE

1. Core · Mechanism

Read every scenario without motion

Commit note

  1. Choose use case

    The application selects a use case to change Tea note to Updated note and add an audit row. Fixed statements and bound data remain separate; no lease or transaction has started.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    No lease
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  2. Connection boundary

    The connection owner admits the writer lease and executes BEGIN. SQLite writer and independent reader are separate connections; driver calls are local, with no network packet.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  3. Pending write

    The title update is visible in the writer transaction; execute success is neither commit nor fresh-reader visibility.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Writer: Updated note; uncommitted
    Independent reader
    Tea note
  4. Separate reader

    A separate connection finishes its SELECT on the previous committed title; no long-lived read snapshot is held.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Writer: Updated note; uncommitted
    Independent reader
    Before commit: Tea note
  5. Second statement

    The audit statement inserts a valid row. The writer sees Updated note and audit=1 within its open transaction; the reader’s last observation is still Tea note, with no commit yet.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Audit valid; pending
    Independent reader
    Before commit: Tea note
  6. Transaction end

    The writer executes COMMIT, accepting Updated note and audit=1 in the same transaction. The independent reader has not issued a fresh SELECT yet, so its prior Tea note observation remains.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    COMMIT succeeded
    SQLite writer state
    Updated note; audit=1 committed
    Independent reader
    Before commit: Tea note
  7. Fresh read

    A fresh SELECT observes the completed transaction outcome; crash durability and replica consistency are not measured here.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    COMMIT succeeded
    SQLite writer state
    Updated note; audit=1 committed
    Independent reader
    Fresh reader: Updated note
  8. Use-case result

    The application uses the observed outcome; local results, ORM objects, and response preparation have different ownership stages.

    Application
    Commit result: Updated note; audit=1
    Connection owner
    COMMIT succeeded
    SQLite writer state
    Updated note; audit=1 committed
    Independent reader
    Fresh reader: Updated note

Rollback note

  1. Choose use case

    The application selects a use case to change Tea note to Updated note and add an audit row. Fixed statements and bound data remain separate; no lease or transaction has started.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    No lease
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  2. Connection boundary

    The connection owner admits the writer lease and executes BEGIN. SQLite writer and independent reader are separate connections; driver calls are local, with no network packet.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  3. Pending write

    The title update is visible in the writer transaction; execute success is neither commit nor fresh-reader visibility.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Writer: Updated note; uncommitted
    Independent reader
    Tea note
  4. Separate reader

    A separate connection finishes its SELECT on the previous committed title; no long-lived read snapshot is held.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Writer: Updated note; uncommitted
    Independent reader
    Before commit: Tea note
  5. Second statement

    The audit insert raises a NOT NULL IntegrityError. SQLite ABORT reverts only that failed statement; writerAfterError=Updated note and transactionOpenAfterError=true remain, with no added audit row.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Writer lease; BEGIN
    SQLite writer state
    Audit error; title still pending
    Independent reader
    Before commit: Tea note
  6. Transaction end

    The writer explicitly ROLLBACKs, discarding pending Updated note and closing the transaction. Store state becomes Tea note and audit=0; the independent reader’s new SELECT is the next step.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Explicit ROLLBACK succeeded
    SQLite writer state
    Tea note; audit=0 restored
    Independent reader
    Before commit: Tea note
  7. Fresh read

    A fresh SELECT observes the completed transaction outcome; crash durability and replica consistency are not measured here.

    Application
    Tea note → Updated note + audit selected
    Connection owner
    Explicit ROLLBACK succeeded
    SQLite writer state
    Tea note; audit=0 restored
    Independent reader
    Fresh reader: Tea note
  8. Use-case result

    The application uses the observed outcome; local results, ORM objects, and response preparation have different ownership stages.

    Application
    Rollback result: Tea note; audit=0
    Connection owner
    Explicit ROLLBACK succeeded
    SQLite writer state
    Tea note; audit=0 restored
    Independent reader
    Fresh reader: Tea note

Lease busy/reset

  1. Choose use case

    Application B requests a lease from the local adapter with capacity=1. Checkout precedes query execution; B has neither a query result nor an empty-row observation at this start.

    Application
    B lease request; capacity=1 selected
    Connection owner
    No lease
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  2. Connection boundary

    The only slot is held by A, so B acquires no lease. This local busy decision yields queryExecuted=false for B; it is not a SQLite SELECT returning an empty row set.

    Application
    B lease request; capacity=1 selected
    Connection owner
    Held by A; B no lease
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  3. Busy result

    The second borrower executes no query without a lease; this is neither an empty database result nor an SQL error.

    Application
    B query not executed
    Connection owner
    Held by A; B no lease
    SQLite writer state
    Tea note; audit=0
    Independent reader
    Tea note
  4. Pending lease write

    The first borrower begins a transaction and updates a benign pending title within its lease; no commit or next-borrower visibility exists yet.

    Application
    B query not executed
    Connection owner
    Held by A; B no lease
    SQLite writer state
    Pending lease note; uncommitted
    Independent reader
    Tea note
  5. Reset rollback

    The first borrower pending transaction is explicitly rolled back; no claim covers every backend resource.

    Application
    B query not executed
    Connection owner
    Held by A; B no lease
    SQLite writer state
    Pending title discarded
    Independent reader
    Tea note
  6. Return lease

    The connection becomes reusable after transaction cleanup; capacity remains an instructional value.

    Application
    B query not executed
    Connection owner
    Returned clean; available
    SQLite writer state
    Pending title discarded
    Independent reader
    Tea note
  7. Next read

    After clean return, a later borrower acquires the lease and sees Tea note on a new read. The right-hand read card now represents that borrower; it is not a read performed by previously refused B.

    Application
    B query not executed
    Connection owner
    Returned clean; available
    SQLite writer state
    Pending title discarded
    Independent reader
    Next borrower: Tea note

ACTORS · STATE · DATA FLOW

Statements, bound data, and result shape

Query lifecycle begins when the application selects an operation. The driver supplies a statement and bound values, the engine executes a suitable plan, and a cursor returns rows. Our SELECT id, title FROM notes WHERE title=? is fixed; Tea note is a parameter value. Placeholders bind values, not table/column names or arbitrary SQL fragments. Dynamic identifiers need a separate controlled-selection contract.

Cursor.execute runs a query and fetchone/fetchall consumes results. Selected columns define shape; finding a row does not authorize its use. These are public notes and the title is bound only as data. Separate statement/parameter artifact fields expose that distinction with a normal harmless title. Mapping a result to an application object does not change query-engine ownership.

Transaction decisions are broader than statement success

A transaction defines the boundary for several selected changes. Our writer executes BEGIN, updates a title, and inserts an audit row. After successful COMMIT, a fresh reader sees Updated note and one audit row. Writer-local uncommitted results differ from committed state visible to another connection. This reader finishes each SELECT and holds no long-lived read transaction; other isolation/journal choices have different visibility boundaries.

The rollback branch first changes the title, then a NOT NULL audit condition fails on supplied harmless invalid data. SQLite default ABORT reverts the failing statement, not automatically every earlier change in the transaction. The writer explicitly ROLLBACKs, after which a reader sees Tea note and zero audit rows. An error class or update rowcount alone does not mean the transaction ended or committed.

The native disk fixture reopens a connection after successful commit and reads the same data. That proves orderly-reopen persistence, not power-loss, corruption, replica-failover, or every durability setting. It also excludes prepared HTTP responses/client arrivals. SQLite permits multiple readers but only one simultaneous write transaction; do not equate every database product concurrency semantics with this example.

Different responsibilities of indexes, pools, and ORM

An index offers a lookup option to the planner, not a promise that every query uses it or gets faster. For selected WHERE title=?, SQLite shows a scan before idx_notes_title and an indexed search afterward. Result rows stay the same; no duration/throughput is measured. Indexes cost storage/write maintenance and replace neither integrity/authorization nor commit.

A connection pool reuses physical connections across requests/use cases. Checkout is a resource lease, not HTTP keep-alive or a browser session. Full capacity needs a bounded wait/refuse policy. Returning connections requires uncommitted-state cleanup. SQLAlchemy documents reset-on-return, while rollback alone may not clean every temporary/session resource on every backend. Our one-slot lease adapter explicitly rolls back without executing a SQLAlchemy pool.

An ORM can map relational rows to objects and organize a unit of work. SQLAlchemy Session identity maps keep object identity per primary key; changing an object, flushing SQL, and committing are separate stages. Queries/lazy loads can cause autoflush; successfully flushed SQL is not a commit. Native work uses Python DB-API, not an ORM framework or its default query count.

2. Red · Trust & Impact

Read every scenario without motion

ABORT and rollback

  1. The writer-transaction condition was read

    The writer changed Tea note to Updated note. A later audit statement fails a NOT NULL constraint; that failure does not automatically erase the earlier successful statement.

    Writer/lease conditions
    Writer: Updated note
    Transaction and cleanup
    Audit: IntegrityError
    Consumer/borrower boundary
    Cleanup pending
  2. ABORT scope was separated

    rollback.failure specifies ABORT statement scope. transactionOpenAfterError=true and writerAfterError=Updated note show that the transaction remains open after failure.

    Writer/lease conditions
    Statement failed
    Transaction and cleanup
    Transaction still open
    Consumer/borrower boundary
    Writer still sees update
  3. Error handling was linked with cleanup

    Producing an HTTP error is not transaction-cleanup evidence. The artifact declares explicitRollback=true; that separate operation rolls back the pending change.

    Writer/lease conditions
    Explicit rollback=true
    Transaction and cleanup
    Pending write discarded
    Consumer/borrower boundary
    Reader outcome pending
  4. The final reader state was checked

    readerAfterRollback=Tea note and auditRows=0. Known rollback does not contradict the writer seeing Updated note at the error boundary; they describe different times.

    Writer/lease conditions
    Reader: Tea note
    Transaction and cleanup
    Audit rows=0
    Consumer/borrower boundary
    No committed update
  5. The connection was considered for its next borrower

    The pool retains returnedAfterRollback=true and transactionOpenOnReturn=false. Returning a connection without cleanup can mix the next task’s transaction context.

    Writer/lease conditions
    Rollback completed
    Transaction and cleanup
    Transaction open=false on return
    Consumer/borrower boundary
    Clean lease return
  6. Error semantics were not generalized

    This is the selected SQLite ABORT and explicit-rollback flow. It does not assume every error rolls back the same scope or every database exposes the same exception API.

    Writer/lease conditions
    Selected failure semantics
    Transaction and cleanup
    Known cleanup result
    Consumer/borrower boundary
    No universal rollback claim

Lease busy

  1. Pool capacity was selected

    The pool example is a local lease adapter with capacity=1. This is not a SQLAlchemy production-pool size; it is selected to illustrate an access boundary.

    Writer/lease conditions
    Capacity=1
    Transaction and cleanup
    Lease decision pending
    Consumer/borrower boundary
    Query not started
  2. The busy-acquisition record was reviewed

    busyAcquired=false means no connection lease was acquired. Because the query did not execute, this branch has no database result to read.

    Writer/lease conditions
    Busy acquired=false
    Transaction and cleanup
    Query executed=false
    Consumer/borrower boundary
    No result rows
  3. No-query was not treated as an empty result

    busyQueryExecuted=false is not a SELECT that found zero rows. Lease admission and query results are kept separate.

    Writer/lease conditions
    Lease denied
    Transaction and cleanup
    Database not queried
    Consumer/borrower boundary
    Empty database UNKNOWN
  4. The clean-return condition was read

    returnedAfterRollback=true and transactionOpenOnReturn=false are declared. Reusability of the slot is assessed together with cleanup of its pending transaction.

    Writer/lease conditions
    Lease returned
    Transaction and cleanup
    Transaction closed
    Consumer/borrower boundary
    Next borrower pending
  5. The next-borrower state was matched

    nextBorrowerTitle=Tea note shows state after the selected rollback. The busy branch itself is not considered to have learned this title from a query.

    Writer/lease conditions
    Busy branch: no query
    Transaction and cleanup
    Next borrower: Tea note
    Consumer/borrower boundary
    Observation contexts separate
  6. Pool-abstraction scope was preserved

    This lease result proves neither real pool contention, timeout duration nor ORM autoflush. Each adapter’s acquisition and reset behavior needs its own contract.

    Writer/lease conditions
    Local lease boundary known
    Transaction and cleanup
    ORM runtime unobserved
    Consumer/borrower boundary
    No tuning claim

ASSUMPTION · BOUNDARY · CONTROL

Execution success, commit, and access policy

Review benign fixed statements separately from parameters. Searching Tea note compares data rather than granting arbitrary query construction. Binding helps treat selected values as data instead of SQL structure, but it alone determines neither resource selection policy nor object permission. This lesson stays within a public fixture.

A writer seeing an updated title does not imply a separate reader sees it. The writer retaining that title after a failed audit statement demonstrates SQLite ABORT scope; both connections returning to original state after explicit rollback is separate evidence. A possible failure is mapping a transaction error only to an HTTP error body while leaving work pending. Trace outcome handling together with connection lifecycle.

Abstractions do not erase boundaries

An ORM property containing Updated note is not a store-commit proof. Read flush/query/cache/identity-map behavior through framework/configuration scope. Likewise, a changed index plan proves neither result correctness nor production throughput. Limit claims to the exact operation and observed boundary; query counts or class names alone are insufficient.

The no-lease branch executes no query; it is not an empty database result. Cleanup before the next borrower matters when returning a lease. Fixture capacity=1 is an instructional boundary, not production tuning advice. The tiny native adapter demonstrates clean reuse without measuring real pool contention, timeout durations, ORM autoflush, or concurrent scheduling.

3. Blue · Secure development & defense

Read every scenario without motion

Commit visibility

  1. Two connection observations were linked

    writerBefore=Tea note and writerDuring=Updated note. readerBeforeCommit=Tea note is a fresh read on another connection; the writer view is not the reader view.

    Connection observation
    Writer sees Updated note
    Transaction/plan review
    Reader sees Tea note
    Evidence conclusion
    Commit pending
  2. The post-commit read boundary was reviewed

    readerAfterCommit=Updated note describes a new read after commit. The reader consumed its earlier SELECT; the same result is not assumed for a long-lived snapshot.

    Connection observation
    Fresh read after commit
    Transaction/plan review
    Reader: Updated note
    Evidence conclusion
    Audit review pending
  3. The audit record was linked with state

    auditRowsAfterCommit=1 is linked with the updated title in the accepted transaction result. writerDuring alone cannot replace this committed tuple.

    Connection observation
    Title committed
    Transaction/plan review
    Audit rows=1
    Evidence conclusion
    Commit tuple known
  4. A reopened read was treated as separate evidence

    reopenedTitle=Updated note shows the record readable after reopening the connection. With powerLossTested=false, it is not a crash-durability benchmark.

    Connection observation
    Reopened: Updated note
    Transaction/plan review
    Power loss not tested
    Evidence conclusion
    Durability claim bounded
  5. An ORM object change did not become commit

    orm.objectChangedIsCommit=false and flushIsCommit=false. Framework object state, flush and database commit are assessed as different boundaries.

    Connection observation
    Object change ≠ commit
    Transaction/plan review
    Flush ≠ commit
    Evidence conclusion
    Framework execution separate
  6. No permission outcome was added

    The fixed parameterized query compares Tea note as data. Commit visibility and parameter binding cannot prove the actor’s object-permission check.

    Connection observation
    Query values separated
    Transaction/plan review
    Commit visibility known
    Evidence conclusion
    Permission unestablished

Plan and cleanup

  1. The index-plan comparison was opened

    The index record declares scan before and indexed search after. A plan category describes the access path, not response data or elapsed time.

    Connection observation
    Before: scan
    Transaction/plan review
    After: indexed search
    Evidence conclusion
    Result review pending
  2. Row equality was matched separately

    resultRowsEqual=true retains the same query result. With durationMeasured=false, no speedup percentage or throughput result is given.

    Connection observation
    Rows equal=true
    Transaction/plan review
    Duration measured=false
    Evidence conclusion
    No speed claim
  3. The lease-cleanup condition was read

    The selector counts lease observations with returned=true and transactionOpen=true. An index plan cannot validate this connection-cleanup condition.

    Connection observation
    Returned + open is condition
    Transaction/plan review
    Plan ≠ cleanup evidence
    Evidence conclusion
    Selector review pending
  4. Negative and positive fixtures were separated

    The normal reset record has expected=0 and the inconsistent comparison has positiveExpected=1. The comparison is an input testing the condition, not an actual dirty-lease event.

    Connection observation
    Normal expected=0
    Transaction/plan review
    Comparison expected=1
    Evidence conclusion
    Fixture distinction retained
  5. A missing observation was not counted as clean

    With a missing lease record or transactionOpen field, zero matches cannot prove a clean connection. Return, transaction state and next-borrower result are needed together.

    Connection observation
    Missing record possible
    Transaction/plan review
    Cleanup UNKNOWN
    Evidence conclusion
    No clean conclusion
  6. Abstraction evidence remained separate

    Plan correctness, row equality and connection reset are three observations. A plain sqlite3 result cannot prove SQLAlchemy pool behavior or cleanup of every backend-local resource.

    Connection observation
    Plan evidence bounded
    Transaction/plan review
    Lease evidence bounded
    Evidence conclusion
    Other resources unobserved

IMPLEMENTATION · SECURITY CONTROL · VERIFICATION

Keep query and transaction ledgers separate

The query artifact records statement, parameters=[Tea note], and rows=[[1,Tea note]]. The normal transaction separates writerBefore=Tea note, writerDuring=Updated note, readerBeforeCommit=Tea note, and readerAfterCommit=Updated note. This is bounded fresh-read visibility because the reader consumes and finishes SELECTs, not a generalization to long-lived snapshots.

The rollback ledger records transactionOpen=true and writerAfterError=Updated note before explicitRollback=true restores readerAfterRollback=Tea note. auditRows=0 is checked. These are authored observation fields, not predefined product logs. Associate the DB-API error with selected SQL state without adding client-delivery claims or durability benchmarks.

Cleanup selectors, index plans, and ORM scope

XPath count(/audit/lease[@returned="true" and @transactionOpen="true"]) counts authored leases returned with an open transaction. Normal reset gives 0 and a deliberately inconsistent positive fixture gives 1. queryExecuted=false in the busy branch is benign and expected. With no observation, zero is insufficient evidence rather than a clean-connection proof.

Compare result rows and EXPLAIN QUERY PLAN before and after indexing. Plan text depends on the engine and version; a changed plan does not establish an unmeasured speed result. In an ORM, memory mutation, flush and commit also remain distinct: the SQLAlchemy Session identity map maintains object identity without replacing the transaction outcome. Reset clears the pending transaction in this example, not necessarily every backend-local resource. Driver, transaction, pool and application outcomes therefore remain separate.

The application chooses SQL structure and binds data such as Tea note separately through driver placeholders rather than concatenating it into query text. Placeholders do not grant permission to choose tables or columns; a variable identifier requires a predefined allowed application choice. Define both transaction success and failure paths: commit only after required steps complete, and roll back the transaction left open after this example’s failing statement before returning the connection for new work. Failed reset must not become assumed-clean reuse. Verify commit, explicit rollback and a query never executed because the lease is busy separately; missing query or pool-state evidence cannot support success.

NOW APPLY IT TO THE CASE

Which result remains unproved when the writer sees an update?

The Tea note update is read through commit, rollback and lease-return boundaries. Index plans, ORM object state and reader visibility are not reduced to one success flag.

Compare the cached case representation with its authoritative data owner. Keep stored value, revision, transaction and cache-copy completion separate.

Open the related case file ↗

READ THE EXAMPLE TOGETHER

Query, transaction, and lease-outcome ledger

Select a field and examine what it supports and where the evidence ends.

Read the raw artifact and field explanations
{
  "query": {
    "statement": "SELECT id, title FROM notes WHERE title=?",
    "parameters": [
      "Tea note"
    ],
    "rows": [
      [
        1,
        "Tea note"
      ]
    ],
    "identifiersBoundAsValues": false
  },
  "commit": {
    "writerBefore": "Tea note",
    "writerDuring": "Updated note",
    "readerBeforeCommit": "Tea note",
    "readerAfterCommit": "Updated note",
    "auditRowsAfterCommit": 1,
    "reopenedTitle": "Updated note",
    "powerLossTested": false
  },
  "rollback": {
    "writerAfterError": "Updated note",
    "transactionOpenAfterError": true,
    "explicitRollback": true,
    "readerAfterRollback": "Tea note",
    "auditRows": 0,
    "failure": "NOT NULL expected IntegrityError; ABORT statement scope"
  },
  "index": {
    "name": "idx_notes_title",
    "column": "title",
    "beforeCategory": "scan",
    "afterCategory": "indexed search",
    "resultRowsEqual": true,
    "durationMeasured": false
  },
  "pool": {
    "implementation": "own one-slot local lease adapter; not SQLAlchemy runtime",
    "capacity": 1,
    "busyAcquired": false,
    "busyQueryExecuted": false,
    "returnedAfterRollback": true,
    "transactionOpenOnReturn": false,
    "nextBorrowerTitle": "Tea note"
  },
  "orm": {
    "reference": "SQLAlchemy 2.0.54 documentation only",
    "objectChangedIsCommit": false,
    "flushIsCommit": false,
    "frameworkExecuted": false
  },
  "selector": {
    "language": "XPath",
    "xml": "<audit><lease returned=\"true\" transactionOpen=\"false\"/></audit>",
    "xpath": "count(/audit/lease[@returned=\"true\" and @transactionOpen=\"true\"])",
    "expected": 0,
    "positiveFixtureXml": "<audit><lease returned=\"true\" transactionOpen=\"true\"/></audit>",
    "positiveExpected": 1,
    "scope": "Only authored protocol-decision observations, not product log field names or a live HTTP capture.",
    "missingFieldBehavior": "Missing observation is insufficient evidence; zero matches is not proof of correct runtime behavior."
  }
}
query
Bound data separate from fixed SQL structure.
rollback
Statement ABORT separated from explicit transaction rollback.
pool
Lease/reset at instructional capacity, not a framework pool.

Owned tiny SQLite file and local adapter; orderly reopen only, with no crash, ORM, network/client response, or production-pool measurement.

Two reality checks

Any statement error always rolls back the whole transaction.

SQLite default ABORT reverts the failing statement; earlier work requires selected transaction handling and explicit rollback.

An ORM flush or updated object means commit.

Object change, SQL flush, and commit are separate stages; trace the framework transaction boundary.

YOUR TURN

Work through this story.

Predict the outcome, find the evidence boundary, and explain it in your own words.

After a NOT NULL statement error, transactionOpen is true. Has an earlier successful update automatically rolled back?

  1. No; explicit rollback is required.
  2. Yes; every database error automatically rolls back the whole transaction.
Read the explained answer

No; explicit rollback is required. — WriterAfterError may remain Updated note; after explicitRollback true, the reader sees Tea note and auditRows=0.

The plan changed from scan to indexed search. Was improved speed measured?

Selected lesson artifact fields; teaching example

index
{"name":"idx_notes_title","column":"title","beforeCategory":"scan","afterCategory":"indexed search","resultRowsEqual":true,"durationMeasured":false}
  1. Yes; indexed search guarantees lower latency in every workload.
  2. No; durationMeasured=false and rows match.
Read the explained answer

No; durationMeasured=false and rows match. — The index shows an access-path change; actual latency/workload/hardware comparison needs separate measurement.

What separate completions are ORM object changes/flush, database commit and pooled-connection return?

Read the explained answer

Changing an ORM object or flushing it does not commit the transaction. The ORM behavior is explained from documentation here; the framework was not run (frameworkExecuted=false). The database example shows reader visibility and the title after reopening, but power loss was not tested. Returning the connection must leave no open transaction. The local one-slot adapter is not an executed SQLAlchemy pool.

□ I separated flush from commit.

□ I preserved pool-reset and executed-framework scope.

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