tusharagrahari commented on code in PR #3568:
URL: https://github.com/apache/iggy/pull/3568#discussion_r4263325597


##########
core/connectors/sources/mysql_source/src/lib.rs:
##########
@@ -0,0 +1,4071 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use async_trait::async_trait;
+use base64::Engine;
+use chrono::{NaiveDate, NaiveDateTime, NaiveTime};
+use humantime::Duration as HumanDuration;
+use iggy_common::{DateTime, Utc};
+use iggy_connector_sdk::{
+    ConnectorState, Error, ProducedMessage, ProducedMessages, Schema, Source,
+    source::SourceBatchResult, source_connector,
+};
+use secrecy::{ExposeSecret, SecretString};
+use serde::{Deserialize, Serialize};
+use sqlx::mysql::{MySqlDatabaseError, MySqlRow};
+use sqlx::{Column, MySql, Pool, Row, TypeInfo, mysql::MySqlPoolOptions};
+use std::cmp::Ordering as CmpOrdering;
+use std::collections::{HashMap, HashSet};
+use std::str::FromStr;
+use std::sync::atomic::{AtomicBool, AtomicU32, AtomicU64, Ordering};
+use std::time::Duration;
+use tokio::sync::Mutex;
+use tracing::{debug, error, info, warn};
+use uuid::Uuid;
+
+source_connector!(MySqlSource);
+
+const DEFAULT_MAX_RETRIES: u32 = 3;
+const DEFAULT_RETRY_DELAY: &str = "1s";
+
+/// Fixed namespace so a given (table, key) always hashes to the same message 
id
+/// across restarts. This is what makes a replayed row idempotent for 
downstream
+/// dedup, so the value must never change once connectors are in the field.
+const MESSAGE_ID_NAMESPACE: Uuid = 
Uuid::from_u128(0x8f3b1e6a4c9d4f2a9b7c0d1e2f3a4b5c);
+
+/// A disabled table is skipped before anything is logged, so without a 
reminder the
+/// only evidence a connector went dark is the single line written when it 
happened.
+/// At the default 10s poll interval this repeats it every ten minutes.
+const DISABLED_TABLES_LOG_INTERVAL: u64 = 60;
+
+/// How many consecutive polls a table may end in `CursorRegression` before 
the repeat
+/// stops reading as transient. Nothing is published in the meantime, so past 
this it
+/// is a stall the operator has to see.
+const CURSOR_REGRESSION_ERROR_THRESHOLD: u32 = 3;
+
+/// Upper bound on applying a batch's staged mark/delete after its Ack. The 
SDK waits
+/// `BATCH_RESULT_TIMEOUT` (30s) for the result, so this has to finish well 
inside it.
+const ACK_BATCH_TIMEOUT: Duration = Duration::from_secs(10);
+
+/// MySQL rejects a prepared statement with more placeholders than this (error 
1390), and
+/// the mark/delete binds one per row of the batch.
+const MAX_CLEANUP_BATCH_SIZE: u32 = 65_535;
+
+/// How many mark/delete statements in a row may fail before the connector 
stops. The
+/// operations stay in the persisted state and run again on restart.
+const MAX_CONSECUTIVE_CLEANUP_FAILURES: u32 = 3;
+
+#[derive(Debug)]
+pub struct MySqlSource {
+    pub id: u32,
+    pool: Option<Pool<MySql>>,
+    config: MySqlSourceConfig,
+    state: Mutex<State>,
+    pending_batch: Mutex<Option<PendingBatch>>,
+    consecutive_cleanup_failures: AtomicU32,
+    verified_cleanup_keys: Mutex<HashSet<String>>,
+    verbose: bool,
+    retry_delay: Duration,
+    poll_interval: Duration,
+    last_batch_full: AtomicBool,
+    poisoned_tables: Mutex<HashSet<String>>,
+    tracking_kinds: Mutex<HashMap<String, OffsetKind>>,
+    polls: AtomicU64,
+    cursor_regressions: Mutex<HashMap<String, u32>>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(deny_unknown_fields)]
+pub struct MySqlSourceConfig {
+    #[serde(serialize_with = "iggy_common::serde_secret::serialize_secret")]
+    pub connection_string: SecretString,
+    pub tables: Vec<String>,
+    pub poll_interval: Option<String>,
+    pub batch_size: Option<u32>,
+    pub tracking_column: Option<String>,
+    pub initial_offset: Option<String>,
+    pub max_connections: Option<u32>,
+    pub custom_query: Option<String>,
+    pub snake_case_columns: Option<bool>,
+    pub include_metadata: Option<bool>,
+    pub delete_after_read: Option<bool>,
+    pub processed_column: Option<String>,
+    pub primary_key_column: Option<String>,
+    pub payload_column: Option<String>,
+    pub payload_format: Option<String>,
+    pub verbose_logging: Option<bool>,
+    pub max_retries: Option<u32>,
+    pub retry_delay: Option<String>,
+}
+
+#[derive(Debug, Clone, Copy, PartialEq, Eq, Default)]
+pub enum PayloadFormat {
+    #[default]
+    Json,
+    Bytea,
+    Text,
+    JsonDirect,
+}
+
+struct ProcessedRow {
+    message: ProducedMessage,
+    tracking_value: Option<String>,
+    row_pk: Option<PkValue>,
+}
+
+/// Why a table's batch could not be produced.
+enum FetchError {
+    Ordering(String),
+    /// The batch opened below the cursor it was told to resume from, so the 
query's
+    /// filter and the cursor disagree about what "past the offset" means. 
Retried
+    /// rather than latched, because unlike a within-batch decrease it depends 
on the
+    /// rows as much as on the query: a `custom_query` whose WHERE admits rows 
the
+    /// cursor does not gate (an OR branch is the usual one) only fails while 
such a
+    /// row is there, so it can clear without a config change.
+    CursorRegression(String),
+    MissingTrackingColumn(String),
+    UnusableTrackingValue(String),
+    StaleOffsetKind(String),
+    Other(Error),
+}
+
+impl From<Error> for FetchError {
+    fn from(error: Error) -> Self {
+        FetchError::Other(error)
+    }
+}
+
+/// How MySQL ordered a tracking column, which offsets alone cannot reveal: 
they are
+/// carried as strings, so an `INT` 10 and a `VARCHAR` "10" are 
indistinguishable by
+/// content while the server orders them differently.
+#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+enum OffsetKind {
+    Numeric,
+    Lexical,
+    Unknown,
+}
+
+/// Maps an `information_schema.columns.data_type` to the order MySQL sorts it 
in.
+/// `decimal` belongs with the numbers even though `extract_column_value` 
renders it
+/// as a string to preserve precision.
+fn offset_kind_for_data_type(data_type: &str) -> OffsetKind {
+    const NUMERIC: &[&str] = &[
+        "tinyint",
+        "smallint",
+        "mediumint",
+        "int",
+        "integer",
+        "bigint",
+        "decimal",
+        "numeric",
+        "float",
+        "double",
+        "real",
+        "bit",
+        "year",
+    ];
+    if NUMERIC
+        .iter()
+        .any(|numeric| data_type.eq_ignore_ascii_case(numeric))
+    {
+        OffsetKind::Numeric
+    } else {
+        OffsetKind::Lexical
+    }
+}
+
+/// Whether MySQL orders the column by its collation. The other lexically 
compared
+/// types are the temporal ones, which render fixed-width and so compare the 
same way
+/// as text no matter what the collation is.
+fn is_collation_ordered(data_type: &str) -> bool {
+    const TEXT: &[&str] = &[
+        "char",
+        "varchar",
+        "tinytext",
+        "text",
+        "mediumtext",
+        "longtext",
+    ];
+    TEXT.iter().any(|text| data_type.eq_ignore_ascii_case(text))
+}
+
+fn offset_kind_for_type_name(type_name: &str) -> OffsetKind {
+    match type_name {
+        "TINYINT" | "SMALLINT" | "MEDIUMINT" | "INT" | "BIGINT" | "TINYINT 
UNSIGNED"
+        | "SMALLINT UNSIGNED" | "MEDIUMINT UNSIGNED" | "INT UNSIGNED" | 
"BIGINT UNSIGNED"
+        | "FLOAT" | "DOUBLE" | "DECIMAL" | "BIT" | "YEAR" => 
OffsetKind::Numeric,
+        "DATE" | "TIME" | "DATETIME" | "TIMESTAMP" | "CHAR" | "VARCHAR" | 
"TINYTEXT" | "TEXT"
+        | "MEDIUMTEXT" | "LONGTEXT" => OffsetKind::Lexical,
+        _ => OffsetKind::Unknown,
+    }
+}
+
+fn unusable_tracking_type(data_type: &str) -> Option<&'static str> {
+    const BINARY: &[&str] = &[
+        "binary",
+        "varbinary",
+        "tinyblob",
+        "blob",
+        "mediumblob",
+        "longblob",
+    ];
+
+    if data_type.eq_ignore_ascii_case("json") {
+        return Some("it yields no ordered scalar cursor");
+    }
+    // Judged on `data_type` rather than on the `tinyint(1)` display width 
that spells
+    // BOOLEAN, because that width is not reliably reported: MySQL 8.0.19 and 
later drop
+    // it for unsigned columns while MariaDB keeps it.
+    if data_type.eq_ignore_ascii_case("tinyint") {
+        return Some("it has too few distinct values to be unique per row");
+    }
+    if BINARY
+        .iter()
+        .any(|binary| data_type.eq_ignore_ascii_case(binary))
+    {
+        return Some("binary values are compared as base64 text, which does not 
keep byte order");
+    }
+    if data_type.eq_ignore_ascii_case("enum") || 
data_type.eq_ignore_ascii_case("set") {
+        return Some("MySQL orders these by declaration index, not by label");
+    }
+    None
+}
+
+/// What a `custom_query` may begin with. `TABLE` is MySQL 8.0.19's table 
statement,
+/// and `(` opens a parenthesized query such as `(SELECT ...) UNION (SELECT 
...)`.
+const READ_STATEMENT_STARTS: &[&str] = &["SELECT", "WITH", "TABLE", "("];
+
+/// The token that decides which statement a query is, skipping leading 
comments in
+/// all three MySQL spellings. Returns a single character when the statement 
does not
+/// open with a word, so a parenthesized query is still recognisable.
+fn leading_statement_token(query: &str) -> Option<String> {
+    let mut rest = query.trim_start();
+    loop {
+        rest = if let Some(after) = rest.strip_prefix("/*") {
+            after.split_once("*/")?.1.trim_start()
+        } else if rest.starts_with("--") || rest.starts_with('#') {
+            rest.split_once('\n')?.1.trim_start()
+        } else {
+            break;
+        };
+    }
+
+    let word: String = rest
+        .chars()
+        .take_while(|c| c.is_ascii_alphanumeric() || *c == '_')
+        .collect();
+    if word.is_empty() {
+        return rest.chars().next().map(String::from);
+    }
+    Some(word.to_uppercase())
+}
+
+/// The order the tracking column sorts in according to the result set that 
just
+/// came back, or `None` when the query did not project the column under that 
name.
+fn observed_tracking_kind(row: &MySqlRow, tracking_column: &str) -> 
Option<OffsetKind> {
+    row.columns()
+        .iter()
+        .find(|column| column.name().eq_ignore_ascii_case(tracking_column))
+        .map(|column| offset_kind_for_type_name(column.type_info().name()))
+        .filter(|kind| *kind != OffsetKind::Unknown)
+}
+
+/// `Clone` so the passing case, which is every batch, walks the names without 
collecting.
+fn ensure_tracking_column_projected<'a>(
+    projected: impl IntoIterator<Item = &'a str> + Clone,
+    tracking_column: &str,
+) -> Result<(), FetchError> {
+    if projected
+        .clone()
+        .into_iter()
+        .any(|column| column.eq_ignore_ascii_case(tracking_column))
+    {
+        return Ok(());
+    }
+    Err(FetchError::MissingTrackingColumn(format!(
+        "the result set has no column '{tracking_column}', it returned [{}]",
+        projected.into_iter().collect::<Vec<_>>().join(", ")
+    )))
+}
+
+fn unusable_tracking_value(tracking_column: &str, pk: &str) -> FetchError {
+    FetchError::UnusableTrackingValue(format!(
+        "row (pk {pk}) has no usable value for tracking_column 
'{tracking_column}': it is NULL \
+         or not an ordered scalar (tinyint(1), JSON)"
+    ))
+}
+
+/// Verifies rows arrive non-decreasing in the tracking column, which is what 
makes
+/// "cursor = last row's value" correct. The built polling query orders 
ascending by
+/// construction, so this only ever fires on a `custom_query`, where the 
operator
+/// owns the `ORDER BY`.
+struct OrderingGuard<'a> {
+    tracking_column: &'a str,
+    kind: OffsetKind,
+    last: Option<String>,
+    /// True while `last` still holds the cursor carried in from the previous 
poll
+    /// rather than a value from this batch. Distinguishes the two violations, 
and
+    /// keeps an empty batch from re-persisting the offset it started with.
+    at_cursor: bool,
+}
+
+enum OrderingViolation {
+    WithinBatch(String),
+    BelowCursor(String),
+}
+
+impl<'a> OrderingGuard<'a> {
+    fn new(tracking_column: &'a str, kind: OffsetKind, cursor: Option<String>) 
-> Self {
+        OrderingGuard {
+            tracking_column,
+            kind,
+            at_cursor: cursor.is_some(),
+            last: cursor,
+        }
+    }
+
+    fn accept(&mut self, value: String) -> Result<(), OrderingViolation> {
+        if let Some(previous) = &self.last
+            && offset_decreased(previous, &value, self.kind)
+        {
+            let column = self.tracking_column;
+            return Err(if self.at_cursor {
+                OrderingViolation::BelowCursor(format!(
+                    "row '{value}' is below the stored offset '{previous}' for 
tracking_column \
+                     '{column}'. Filter the query with `{column} > $offset`"
+                ))
+            } else {
+                OrderingViolation::WithinBatch(format!(
+                    "rows arrived out of order by tracking_column '{column}': 
'{previous}' \
+                     preceded '{value}'. Order the query ascending by 
'{column}'"
+                ))
+            });
+        }
+        self.last = Some(value);
+        self.at_cursor = false;
+        Ok(())
+    }
+
+    /// `None` when no row was accepted, so an empty batch leaves the stored 
offset
+    /// untouched rather than rewriting the cursor it was seeded with.
+    fn into_cursor(self) -> Option<String> {
+        if self.at_cursor { None } else { self.last }
+    }
+}
+
+struct TableBatch {
+    table: String,
+    messages: Vec<ProducedMessage>,
+    processed_ids: Vec<PkValue>,
+    max_offset: Option<String>,
+}
+
+impl PayloadFormat {
+    fn from_config(s: Option<&str>) -> Self {
+        match s.map(|s| s.to_lowercase()).as_deref() {
+            Some("bytea") | Some("raw") => PayloadFormat::Bytea,
+            Some("text") => PayloadFormat::Text,
+            Some("json_direct") | Some("jsonb") => PayloadFormat::JsonDirect,
+            _ => PayloadFormat::Json,
+        }
+    }
+}
+
+/// A primary-key value in a form the mark/delete `WHERE pk IN (...)` can bind
+/// faithfully. `Text` covers ints/strings/dates/decimals (MySQL implicitly
+/// converts the bound string to the column type). `Bytes` carries raw binary
+/// (BINARY/VARBINARY/BLOB) so a UUID stored as bytes matches the row instead 
of
+/// being compared as its base64 text, which never matches.
+#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)]
+enum PkValue {
+    Text(String),
+    Bytes(Vec<u8>),
+}
+
+impl PkValue {
+    fn as_key(&self) -> String {
+        match self {
+            PkValue::Text(text) => text.clone(),
+            PkValue::Bytes(bytes) => 
base64::engine::general_purpose::STANDARD.encode(bytes),
+        }
+    }
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct DatabaseRecord {
+    pub table_name: String,
+    pub operation_type: String,
+    pub timestamp: DateTime<Utc>,
+    pub data: serde_json::Value,
+    pub old_data: Option<serde_json::Value>,
+}
+#[derive(Clone, Copy)]
+struct RowProcessingConfig<'a> {
+    table: &'a str,
+    tracking_column: &'a str,
+    pk_column: &'a str,
+    payload_format: PayloadFormat,
+    payload_col: &'a str,
+    snake_case_columns: bool,
+    include_metadata: bool,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+struct State {
+    tracking_offsets: HashMap<String, String>,
+    processed_rows: u64,
+    /// Mark/delete work for a batch the runtime has already sent. It is 
persisted with
+    /// the batch's offsets so a crash between the send and the cleanup reruns 
it.
+    #[serde(default)]
+    pending_operations: Vec<PendingOperation>,
+}
+
+/// The rows of one table to mark or delete once their batch is acknowledged.
+#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)]
+struct PendingOperation {
+    table: String,
+    ids: Vec<PkValue>,
+    target: CleanupTarget,
+}
+
+#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)]
+struct CleanupTarget {
+    key_column: String,
+    action: CleanupAction,
+}
+
+#[derive(Debug, Clone, PartialEq, Eq, Serialize, Deserialize)]
+enum CleanupAction {
+    Delete,
+    MarkProcessed { column: String },
+}
+
+/// The candidate state of the batch most recently handed to the runtime. Live 
state
+/// only takes it over on Ack, so a Nack leaves offsets and rows where they 
were.
+#[derive(Debug, Clone)]
+struct PendingBatch {
+    state: State,
+    /// The runtime has delivered the batch but its cleanup has not finished 
yet.
+    acknowledged: bool,
+    /// Cleanup finished and the next poll must persist `state` without the 
operations,
+    /// so a restart does not run them again.
+    retiring: bool,
+}
+
+struct PolledBatch {
+    messages: Vec<ProducedMessage>,
+    pending: Option<PendingBatch>,
+}
+
+enum CleanupKeyCheck {
+    Unique,
+    NotUnique,
+    TableMissing,
+}
+
+const CONNECTOR_NAME: &str = "MySQL source";
+
+#[async_trait]
+impl Source for MySqlSource {
+    async fn open(&mut self) -> Result<(), Error> {
+        info!(
+            "Opening MySQL source connector with ID: {}, Tables: {:?}",
+            self.id, self.config.tables
+        );
+
+        if self.config.tables.is_empty() {
+            return Err(Error::InitError(
+                "tables must not be empty, list the table even when 
custom_query hardcodes it"
+                    .to_string(),
+            ));
+        }
+
+        if self.config.batch_size == Some(0) {
+            return Err(Error::InitError(
+                "batch_size must be greater than 0; omit it to use the default 
of 1000".to_string(),
+            ));
+        }
+
+        if let Some(batch_size) = self.config.batch_size
+            && batch_size > MAX_CLEANUP_BATCH_SIZE
+            && self.cleanup_target().is_some()
+        {
+            return Err(Error::InitError(format!(
+                "batch_size {batch_size} exceeds {MAX_CLEANUP_BATCH_SIZE} with 
delete_after_read or \
+                 processed_column set, MySQL allows at most 
{MAX_CLEANUP_BATCH_SIZE} placeholders \
+                 in the statement that marks or deletes a batch"
+            )));
+        }
+
+        if self.config.batch_size == Some(1)
+            && self
+                .config
+                .custom_query
+                .as_deref()
+                .is_some_and(|query| query.contains("$offset"))
+        {
+            return Err(Error::InitError(
+                "batch_size must be greater than 1 when custom_query filters 
on $offset"
+                    .to_string(),
+            ));
+        }
+
+        if self
+            .config
+            .tracking_column
+            .as_deref()
+            .is_none_or(str::is_empty)
+        {
+            let guidance = if self.config.custom_query.is_some() {
+                "name the column custom_query orders by and filters with 
$offset"
+            } else {
+                "use a unique, monotonically increasing column"
+            };
+            return Err(Error::InitError(format!(
+                "tracking_column must be set, {guidance}"
+            )));
+        }
+
+        if let Some(ref col) = self.config.payload_column
+            && !col.is_empty()
+            && 
PayloadFormat::from_config(self.config.payload_format.as_deref())
+                == PayloadFormat::Json
+        {
+            return Err(Error::InitError(
+                "payload_format must be 'bytea', 'text', or 'json_direct' when 
payload_column is set"
+                    .to_string(),
+            ));
+        }
+
+        // custom_query never changes after startup, so validate it once here
+        if let Some(ref query) = self.config.custom_query {
+            self.validate_custom_query(query)?;
+
+            if query.contains("$offset") && 
self.config.initial_offset.is_none() {
+                let state = self.state.lock().await;
+                let missing: Vec<&str> = self
+                    .config
+                    .tables
+                    .iter()
+                    .filter(|t| !state.tracking_offsets.contains_key(*t))
+                    .map(String::as_str)
+                    .collect();
+                if !missing.is_empty() {
+                    return Err(Error::InitError(format!(
+                        "custom_query uses $offset but initial_offset is not 
set and no stored offset exists for table(s): {}",
+                        missing.join(", ")
+                    )));
+                }
+            }
+        }
+
+        if self.config.delete_after_read.unwrap_or(false) && 
self.config.processed_column.is_some()
+        {
+            warn!(
+                "both delete_after_read and processed_column are set; 
delete_after_read takes precedence, so rows are deleted and processed_column 
only acts as a poll filter"
+            );
+        }
+
+        self.validate_pending_cleanup()?;
+        self.connect().await?;
+        *self.tracking_kinds.get_mut() = 
self.resolve_tracking_columns().await?;
+        self.validate_cleanup_keys().await?;
+
+        info!(
+            "MySQL source connector with ID: {} opened successfully",
+            self.id
+        );
+        Ok(())
+    }
+
+    async fn poll(&self) -> Result<ProducedMessages, Error> {
+        let schema = match self.payload_format() {
+            PayloadFormat::Bytea => Schema::Raw,
+            PayloadFormat::Text => Schema::Text,
+            PayloadFormat::JsonDirect | PayloadFormat::Json => Schema::Json,
+        };
+
+        if let Some(state) = self.retiring_state().await {
+            return Ok(ProducedMessages {
+                schema,
+                messages: Vec::new(),
+                state: Some(self.serialize_pending_state(&state)?),
+            });
+        }
+
+        // Skip the pacing delay while draining a backlog, but never while a 
cleanup
+        // retry is pending, or a failing mark/delete would spin without a 
pause.
+        let cleanup_pending = self.pending_batch.lock().await.is_some();
+        if cleanup_pending || !self.last_batch_full.load(Ordering::Relaxed) {
+            tokio::time::sleep(self.poll_interval).await;
+        }
+
+        {
+            let pending = self.pending_batch.lock().await;
+            if let Some(pending) = pending.as_ref() {
+                if !pending.acknowledged {
+                    error!(
+                        "{CONNECTOR_NAME} connector ID: {} was polled while a 
batch was still in flight",
+                        self.id
+                    );
+                    return Err(Error::InvalidState);
+                }
+                // An empty batch whose Ack retries the cleanup the last one 
left behind.
+                return Ok(ProducedMessages {
+                    schema,
+                    messages: Vec::new(),
+                    state: None,
+                });
+            }
+        }
+
+        let polled = self.poll_tables().await?;
+
+        let processed_rows = match &polled.pending {
+            Some(pending) => pending.state.processed_rows,
+            None => self.state.lock().await.processed_rows,
+        };
+        if self.verbose {
+            info!(
+                "MySQL source connector ID: {} produced {} messages. Total 
processed: {}",
+                self.id,
+                polled.messages.len(),
+                processed_rows
+            );
+        } else {
+            debug!(
+                "MySQL source connector ID: {} produced {} messages. Total 
processed: {}",
+                self.id,
+                polled.messages.len(),
+                processed_rows
+            );
+        }
+
+        // Idle cycles stage nothing, so return None to let the runtime skip 
the fsync.
+        let persisted_state = polled
+            .pending
+            .as_ref()
+            .map(|pending| self.serialize_pending_state(&pending.state))
+            .transpose()?;
+        *self.pending_batch.lock().await = polled.pending;
+
+        Ok(ProducedMessages {
+            schema,
+            messages: polled.messages,
+            state: persisted_state,
+        })
+    }
+
+    async fn on_batch_result(&self, result: SourceBatchResult) -> Result<(), 
Error> {
+        if result == SourceBatchResult::Nack {
+            // Dropping the candidate leaves the live offsets where they were, 
so the
+            // next poll reads the same rows again. Delivered batches keep 
their cleanup.
+            let mut pending = self.pending_batch.lock().await;
+            if pending
+                .as_ref()
+                .is_some_and(|pending| !pending.acknowledged && 
!pending.retiring)
+            {
+                pending.take();
+            }
+            return Ok(());
+        }
+
+        let Some(PendingBatch { mut state, .. }) = 
self.pending_batch.lock().await.clone() else {
+            return Ok(());
+        };
+
+        let operations = std::mem::take(&mut state.pending_operations);
+        let had_operations = !operations.is_empty();
+        let deadline = tokio::time::Instant::now() + ACK_BATCH_TIMEOUT;
+        let failed_operations = self.apply_pending_operations(operations, 
deadline).await?;
+
+        if failed_operations.is_empty() {
+            *self.state.lock().await = state.clone();
+            let mut pending = self.pending_batch.lock().await;
+            if had_operations {
+                *pending = Some(PendingBatch {
+                    state,
+                    acknowledged: false,
+                    retiring: true,
+                });
+            } else {
+                pending.take();
+            }
+        } else {
+            state.pending_operations = failed_operations;
+            *self.pending_batch.lock().await = Some(PendingBatch {
+                state,
+                acknowledged: true,
+                retiring: false,
+            });
+        }
+
+        Ok(())
+    }
+
+    async fn close(&mut self) -> Result<(), Error> {
+        if let Some(pool) = self.pool.take() {
+            pool.close().await;
+            info!("MySQL connection pool closed for connector ID: {}", 
self.id);
+        }
+
+        let state = self.state.lock().await;
+        info!(
+            "MySQL source connector ID: {} closed. Total rows processed: {}",
+            self.id, state.processed_rows
+        );
+        Ok(())
+    }
+}
+
+impl MySqlSource {
+    pub fn new(id: u32, config: MySqlSourceConfig, state: 
Option<ConnectorState>) -> Self {
+        let verbose = config.verbose_logging.unwrap_or(false);
+        let restored_state = state
+            .and_then(|s| s.deserialize::<State>(CONNECTOR_NAME, id))
+            .inspect(|s| {
+                info!(
+                    "Restored state for {CONNECTOR_NAME} connector with ID: 
{id}. \
+                     Tracking offsets: {:?}, processed rows: {}",
+                    s.tracking_offsets, s.processed_rows
+                );
+            });
+
+        let delay_str = 
config.retry_delay.as_deref().unwrap_or(DEFAULT_RETRY_DELAY);
+        let retry_delay = HumanDuration::from_str(delay_str)
+            .map(|duration| duration.into())
+            .unwrap_or_else(|_| Duration::from_secs(1));
+        let interval_str = config.poll_interval.as_deref().unwrap_or("10s");
+        let poll_interval = HumanDuration::from_str(interval_str)
+            .map(|duration| duration.into())
+            .unwrap_or_else(|_| Duration::from_secs(10));
+        let state = restored_state.unwrap_or(State {
+            tracking_offsets: HashMap::new(),
+            processed_rows: 0,
+            pending_operations: Vec::new(),
+        });
+        // The runtime only persists a batch's operations after sending it, so 
restored
+        // operations belong to a delivered batch and only the cleanup is left 
to do.
+        let pending_batch = (!state.pending_operations.is_empty()).then(|| 
PendingBatch {
+            state: state.clone(),
+            acknowledged: true,
+            retiring: false,
+        });
+        MySqlSource {
+            id,
+            pool: None,
+            config,
+            state: Mutex::new(state),
+            pending_batch: Mutex::new(pending_batch),
+            consecutive_cleanup_failures: AtomicU32::new(0),
+            verified_cleanup_keys: Mutex::new(HashSet::new()),
+            verbose,
+            retry_delay,
+            poll_interval,
+            last_batch_full: AtomicBool::new(false),
+            poisoned_tables: Mutex::new(HashSet::new()),
+            tracking_kinds: Mutex::new(HashMap::new()),
+            polls: AtomicU64::new(0),
+            cursor_regressions: Mutex::new(HashMap::new()),
+        }
+    }
+
+    async fn connect(&mut self) -> Result<(), Error> {
+        let max_connections = self.config.max_connections.unwrap_or(10);
+        let redacted = 
redact_connection_string(self.config.connection_string.expose_secret());
+
+        info!("Connecting to MySQL with max {max_connections} connections: 
{redacted}");
+
+        let pool = MySqlPoolOptions::new()
+            .max_connections(max_connections)
+            // `format_offset_value` escapes backslashes, which under 
NO_BACKSLASH_ESCAPES
+            // would reach MySQL as literal characters and filter on the wrong 
cursor.
+            .after_connect(|connection, _| {
+                Box::pin(async move {
+                    sqlx::query(
+                        "SET SESSION sql_mode = REPLACE(@@SESSION.sql_mode, 
'NO_BACKSLASH_ESCAPES', '')",
+                    )
+                    .execute(&mut *connection)
+                    .await?;
+                    Ok(())
+                })
+            })
+            .connect(self.config.connection_string.expose_secret())
+            .await
+            .map_err(|e| Error::InitError(format!("Failed to connect to MySQL: 
{e}")))?;
+
+        sqlx::query("SELECT 1")
+            .execute(&pool)
+            .await
+            .map_err(|e| Error::InitError(format!("Database connectivity test 
failed: {e}")))?;
+
+        self.pool = Some(pool);
+        info!("Connected to MySQL database with {max_connections} max 
connections");
+        Ok(())
+    }
+
+    fn tracking_column(&self) -> &str {
+        self.config.tracking_column.as_deref().unwrap_or("id")
+    }
+
+    /// Fail fast if a tracking column can't yield a stable, ordered scalar
+    /// cursor. `value_as_string` drops NULL, tinyint(1) (decoded as BOOLEAN),
+    /// and JSON to `None`, which silently stalls offset advancement and 
re-reads
+    /// rows every cycle.
+    async fn resolve_tracking_columns(&self) -> Result<HashMap<String, 
OffsetKind>, Error> {
+        // Whether the connector owns the query, and can therefore hold the 
schema to
+        // what that query will do with it.
+        let strict = self.config.custom_query.is_none();
+        let pool = self.get_pool()?;
+        let tracking_column = self.tracking_column();
+        let mut kinds = HashMap::with_capacity(self.config.tables.len());
+
+        for table in &self.config.tables {
+            let (schema, table_name) = table
+                .split_once('.')
+                .map(|(schema, name)| (schema.to_string(), name.to_string()))
+                .unwrap_or_else(|| (String::new(), table.clone()));
+
+            let row = sqlx::query(
+                "SELECT is_nullable, data_type, column_type \
+                 FROM information_schema.columns \
+                 WHERE table_schema = IF(? = '', DATABASE(), ?) \
+                   AND table_name = ? AND column_name = ?",
+            )
+            .bind(&schema)
+            .bind(&schema)
+            .bind(&table_name)
+            .bind(tracking_column)
+            .fetch_optional(pool)
+            .await
+            .map_err(|e| {
+                Error::InitError(format!(
+                    "failed to probe schema for tracking_column 
'{tracking_column}' on table '{table}': {e}"
+                ))
+            })?;
+
+            let Some(row) = row else {
+                // A missing columns row means either the table doesn't exist 
yet
+                // or the column is absent. Only the latter is a 
misconfiguration:
+                // a table created after the connector starts is legitimate, so
+                // defer validation rather than permanently disabling the 
source.
+                let table_exists = sqlx::query(
+                    "SELECT 1 FROM information_schema.tables \
+                     WHERE table_schema = IF(? = '', DATABASE(), ?) \
+                       AND table_name = ?",
+                )
+                .bind(&schema)
+                .bind(&schema)
+                .bind(&table_name)
+                .fetch_optional(pool)
+                .await
+                .map_err(|e| {
+                    Error::InitError(format!("failed to probe existence of 
table '{table}': {e}"))
+                })?
+                .is_some();
+
+                if !table_exists {
+                    warn!(
+                        "table '{table}' does not exist yet; deferring 
tracking_column \
+                         '{tracking_column}' validation until the table is 
created"
+                    );
+                    kinds.insert(table.clone(), OffsetKind::Unknown);
+                    continue;
+                }
+
+                if strict {
+                    return Err(Error::InitError(format!(
+                        "tracking_column '{tracking_column}' not found on 
table '{table}'"
+                    )));
+                }
+
+                warn!(
+                    "tracking_column '{tracking_column}' is not a column of 
table '{table}'; \
+                     assuming custom_query projects it. Its comparison order 
is resolved from \
+                     the first result set instead."
+                );
+                kinds.insert(table.clone(), OffsetKind::Unknown);
+                continue;
+            };
+
+            // Read by position: MySQL returns information_schema column names
+            // uppercased (IS_NULLABLE, ...), so try_get by lowercase name 
misses.
+            let is_nullable: String = row.try_get(0).map_err(|e| {
+                Error::InitError(format!(
+                    "failed to read is_nullable for table '{table}': {e}"
+                ))
+            })?;
+            let data_type: String = row.try_get(1).map_err(|e| {
+                Error::InitError(format!("failed to read data_type for table 
'{table}': {e}"))
+            })?;
+            let column_type: String = row.try_get(2).map_err(|e| {
+                Error::InitError(format!(
+                    "failed to read column_type for table '{table}': {e}"
+                ))
+            })?;
+
+            // The column's type survives a plain projection, so it is worth 
rejecting
+            // whatever the query looks like. A custom_query aliasing an 
expression onto
+            // a name the table also uses is the one false positive, hence the 
hint.
+            if let Some(reason) = unusable_tracking_type(&data_type) {
+                let aliasing_hint = if self.config.custom_query.is_some() {
+                    " If custom_query aliases a different expression to this 
name, rename the \
+                      alias so it does not collide with the column."
+                } else {
+                    ""
+                };
+                return Err(Error::InitError(format!(
+                    "tracking_column '{tracking_column}' on table '{table}' 
has type \
+                     '{column_type}': {reason}. Use an integer, timestamp, or 
string \
+                     column.{aliasing_hint}"
+                )));
+            }
+
+            if is_nullable.eq_ignore_ascii_case("YES") {
+                if strict {
+                    return Err(Error::InitError(format!(
+                        "tracking_column '{tracking_column}' on table 
'{table}' is nullable; \
+                         a NULL value stalls offset tracking. Declare it NOT 
NULL."
+                    )));
+                }
+                warn!(
+                    "tracking_column '{tracking_column}' on table '{table}' is 
nullable; a row \
+                     whose value is NULL cannot produce a cursor and will fail 
that table's batch. \
+                     Have custom_query exclude those rows, or declare the 
column NOT NULL."
+                );
+            }
+
+            if is_collation_ordered(&data_type) {
+                warn!(
+                    "tracking_column '{tracking_column}' on table '{table}' 
has type \
+                     '{column_type}': values must be unique and increase in 
its collation order \
+                     (zero-pad numbers, prefer a _bin collation)"
+                );
+            }
+
+            kinds.insert(table.clone(), offset_kind_for_data_type(&data_type));
+        }
+        Ok(kinds)
+    }
+
+    fn payload_format(&self) -> PayloadFormat {
+        if let Some(ref payload_col) = self.config.payload_column
+            && !payload_col.is_empty()
+        {
+            return 
PayloadFormat::from_config(self.config.payload_format.as_deref());
+        }
+        PayloadFormat::Json
+    }
+
+    fn serialize_state(&self, state: &State) -> Option<ConnectorState> {
+        ConnectorState::serialize(state, CONNECTOR_NAME, self.id)
+    }
+
+    fn serialize_pending_state(&self, state: &State) -> Result<ConnectorState, 
Error> {
+        self.serialize_state(state).ok_or_else(|| {
+            Error::Serialization(format!("failed to serialize {CONNECTOR_NAME} 
state"))
+        })
+    }
+
+    async fn retiring_state(&self) -> Option<State> {
+        self.pending_batch
+            .lock()
+            .await
+            .as_ref()
+            .filter(|pending| pending.retiring)
+            .map(|pending| pending.state.clone())
+    }
+
+    fn primary_key_column(&self) -> &str {
+        self.config
+            .primary_key_column
+            .as_deref()
+            .unwrap_or(self.tracking_column())
+    }
+
+    fn cleanup_target(&self) -> Option<CleanupTarget> {
+        let action = if self.config.delete_after_read.unwrap_or(false) {
+            CleanupAction::Delete
+        } else if let Some(column) = &self.config.processed_column {
+            CleanupAction::MarkProcessed {
+                column: column.clone(),
+            }
+        } else {
+            return None;
+        };
+        Some(CleanupTarget {
+            key_column: self.primary_key_column().to_string(),
+            action,
+        })
+    }
+
+    /// Restored operations were staged under the config of the run that wrote 
them.
+    /// Running them under a different key or action would touch rows nobody 
read.
+    fn validate_pending_cleanup(&mut self) -> Result<(), Error> {
+        let configured = self.cleanup_target();
+        for operation in &self.state.get_mut().pending_operations {
+            if configured.as_ref() != Some(&operation.target) {
+                return Err(Error::InitError(format!(
+                    "the cleanup configuration changed while cleanup of {} 
delivered row(s) in \
+                     table '{}' is pending; restore primary_key_column '{}' 
and action {:?}",
+                    operation.ids.len(),
+                    operation.table,
+                    operation.target.key_column,
+                    operation.target.action
+                )));
+            }
+        }
+        Ok(())
+    }
+
+    /// `WHERE key IN (...)` on a key that repeats marks or deletes every row 
sharing a
+    /// value, including ones that were never read. Tables that don't exist 
yet are
+    /// checked by the first poll that stages cleanup for them.
+    async fn validate_cleanup_keys(&mut self) -> Result<(), Error> {
+        let Some(target) = self.cleanup_target() else {
+            return Ok(());
+        };
+        let pool = self.get_pool()?;
+        let mut verified = HashSet::with_capacity(self.config.tables.len());
+        for table in &self.config.tables {
+            let check = cleanup_key_check(pool, table, &target.key_column)
+                .await
+                .map_err(|e| {
+                    Error::InitError(format!(
+                        "failed to check primary_key_column '{}' on table 
'{table}': {e}",
+                        target.key_column
+                    ))
+                })?;
+            match check {
+                CleanupKeyCheck::Unique => {
+                    verified.insert(table.clone());
+                }
+                CleanupKeyCheck::NotUnique => {
+                    return Err(Error::InitError(not_unique_key_message(
+                        table,
+                        &target.key_column,
+                    )));
+                }
+                CleanupKeyCheck::TableMissing => {}
+            }
+        }
+        *self.verified_cleanup_keys.get_mut() = verified;
+        Ok(())
+    }
+
+    async fn cleanup_key_is_unique(
+        &self,
+        pool: &Pool<MySql>,
+        table: &str,
+        key_column: &str,
+    ) -> Result<bool, Error> {
+        if self.verified_cleanup_keys.lock().await.contains(table) {
+            return Ok(true);
+        }
+        let check = cleanup_key_check(pool, table, key_column)
+            .await
+            .map_err(|e| {
+                Error::Connection(format!(
+                    "failed to check primary_key_column '{key_column}' on 
table '{table}': {e}"
+                ))
+            })?;
+        match check {
+            CleanupKeyCheck::Unique => {
+                self.verified_cleanup_keys
+                    .lock()
+                    .await
+                    .insert(table.to_string());
+                Ok(true)
+            }
+            CleanupKeyCheck::NotUnique => Ok(false),
+            CleanupKeyCheck::TableMissing => Err(Error::Connection(format!(
+                "table '{table}' disappeared before its primary_key_column 
could be checked"
+            ))),
+        }
+    }
+
+    fn get_pool(&self) -> Result<&Pool<MySql>, Error> {
+        self.pool
+            .as_ref()
+            .ok_or_else(|| Error::InitError("Database not 
connected".to_string()))
+    }
+
+    fn extract_payload_column(
+        &self,
+        row: &MySqlRow,
+        column_index: usize,
+        format: PayloadFormat,
+    ) -> Result<Vec<u8>, Error> {
+        let column_name = row.columns()[column_index].name();
+        match format {
+            PayloadFormat::Bytea => {
+                let bytes: Option<Vec<u8>> = 
row.try_get(column_index).map_err(|e| {
+                    Error::InvalidRecordValue(format!(
+                        "payload column '{column_name}' as bytea: {e}"
+                    ))
+                })?;
+                Ok(bytes.unwrap_or_default())
+            }
+            PayloadFormat::Text => {
+                let text: Option<String> = 
row.try_get(column_index).map_err(|e| {
+                    Error::InvalidRecordValue(format!(
+                        "payload column '{column_name}' as text (invalid 
UTF-8?): {e}"
+                    ))
+                })?;
+                Ok(text.unwrap_or_default().into_bytes())
+            }
+            PayloadFormat::JsonDirect => {
+                let json_value: Option<serde_json::Value> =
+                    row.try_get(column_index).map_err(|e| {
+                        Error::InvalidRecordValue(format!(
+                            "payload column '{column_name}' as json_direct 
(invalid JSON?): {e}"
+                        ))
+                    })?;
+                
simd_json::to_vec(&json_value.unwrap_or(serde_json::Value::Null)).map_err(|e| {
+                    Error::InvalidRecordValue(format!(
+                        "payload column '{column_name}': failed to serialize 
JSON: {e}"
+                    ))
+                })
+            }
+            PayloadFormat::Json => Err(Error::InvalidConfig), // unreachable! 
if payload_column is there then payload_format can never be json
+        }
+    }
+
+    /// Best current knowledge of how a table's tracking values compare.
+    async fn tracking_kind(&self, table: &str) -> OffsetKind {
+        self.tracking_kinds
+            .lock()
+            .await
+            .get(table)
+            .copied()
+            .unwrap_or(OffsetKind::Unknown)
+    }
+
+    /// Whether the stored cursor is what limits the rows a poll can see. The 
built
+    /// polling query always filters on it; a `custom_query` does so only if it
+    /// interpolates `$offset`.
+    fn cursor_gates_query(&self) -> bool {
+        match &self.config.custom_query {
+            Some(query) => query.contains("$offset"),
+            None => true,
+        }
+    }
+
+    /// The offset a poll actually resumes from: the stored cursor, or the 
configured
+    /// starting point before anything has been stored.
+    fn effective_offset(&self, last_offset: &Option<String>) -> Option<String> 
{
+        last_offset
+            .clone()
+            .or_else(|| self.config.initial_offset.clone())
+    }
+
+    fn substitute_query_params(
+        &self,
+        query: &str,
+        table: &str,
+        last_offset: &Option<String>,
+        batch_size: u32,
+        kind: OffsetKind,
+    ) -> Result<String, Error> {
+        let offset_value = 
self.effective_offset(last_offset).unwrap_or_default();
+        let offset = format_offset_value(&offset_value, kind);
+        let quoted_table = quote_qualified_identifier(table)?;
+        let limit = batch_size.to_string();
+        let now = Utc::now();
+        let now_unix = now.timestamp().to_string();
+        let now = now.to_rfc3339();
+        let replacements = [
+            ("$table", quoted_table.as_str()),
+            ("$offset", offset.as_str()),
+            ("$limit", limit.as_str()),
+            ("$now_unix", now_unix.as_str()),
+            ("$now", now.as_str()),
+        ];
+
+        Ok(substitute_query_tokens(query, &replacements))
+    }
+
+    /// The query is substituted as text and re-executed once per configured 
table on
+    /// every poll for the life of the process, so a shape that cannot 
terminate does
+    /// not fail, it repeats. What can be judged from the text alone is judged 
here,
+    /// at startup, rather than left to the first poll.
+    fn validate_custom_query(&self, query: &str) -> Result<(), Error> {
+        let tracking_column = self.tracking_column();
+
+        match leading_statement_token(query) {
+            None => {
+                return Err(Error::InitError(
+                    "custom_query has no statement: it is empty, or nothing 
but comments"
+                        .to_string(),
+                ));
+            }
+            Some(token) if !READ_STATEMENT_STARTS.contains(&token.as_str()) => 
{
+                return Err(Error::InitError(format!(
+                    "custom_query must be a read starting with SELECT, WITH or 
TABLE, found \
+                     '{token}'"
+                )));
+            }
+            Some(_) => {}
+        }
+
+        // Collapsed so `ORDER\nBY` and `ORDER  BY` read the same as `ORDER 
BY`; the
+        // check hard-fails, so a formatting difference must not decide it.
+        let normalized = query
+            .split_whitespace()
+            .collect::<Vec<_>>()
+            .join(" ")
+            .to_uppercase();
+
+        if query.contains("$offset") {
+            if !normalized.contains("ORDER BY") {
+                return Err(Error::InitError(format!(
+                    "custom_query filters on $offset but has no ORDER BY, add \
+                     `ORDER BY {tracking_column}`"
+                )));
+            }
+        } else if !self.config.delete_after_read.unwrap_or(false)
+            && self.config.processed_column.is_none()
+        {
+            return Err(Error::InitError(format!(
+                "custom_query must filter with $offset (`WHERE 
{tracking_column} > $offset`), or \
+                 set delete_after_read or processed_column"
+            )));
+        }
+
+        if query.contains("$table") && self.config.tables.is_empty() {
+            return Err(Error::InitError(
+                "custom_query uses $table but no tables are 
configured".to_string(),
+            ));
+        }
+        // Without $table the same SQL is executed once per table, so 
identical rows
+        // would be emitted repeatedly, each carrying a different table's 
metadata,
+        // message ID, and tracking offset. Table identity is not recoverable 
from a
+        // static query, so reject the combination instead of guessing one.
+        if !query.contains("$table") && self.config.tables.len() > 1 {
+            return Err(Error::InitError(format!(
+                "custom_query has no $table placeholder but {} tables are 
configured ({}), use \
+                 $table in the query or configure a single table",
+                self.config.tables.len(),
+                self.config.tables.join(", ")
+            )));
+        }
+        Ok(())
+    }
+
+    fn build_polling_query(
+        &self,
+        table: &str,
+        tracking_column: &str,
+        last_offset: &Option<String>,
+        batch_size: u32,
+        kind: OffsetKind,
+    ) -> Result<String, Error> {
+        let quoted_table = quote_qualified_identifier(table)?;
+        let quoted_tracking = quote_identifier(tracking_column)?;
+
+        let base_query = format!("SELECT * FROM {quoted_table}");
+
+        let mut conditions = Vec::new();
+
+        if let Some(offset) = self.effective_offset(last_offset) {
+            conditions.push(format!(
+                "{quoted_tracking} > {}",
+                format_offset_value(&offset, kind)
+            ));
+        }
+
+        if let Some(processed_col) = &self.config.processed_column {
+            let quoted_processed = quote_identifier(processed_col)?;
+            conditions.push(format!("{quoted_processed} = FALSE"));
+        }
+
+        let where_clause = if conditions.is_empty() {
+            String::new()
+        } else {
+            format!(" WHERE {}", conditions.join(" AND "))
+        };
+
+        let order_clause = format!(" ORDER BY {quoted_tracking} ASC");
+        let limit_clause = format!(" LIMIT {batch_size}");
+
+        Ok(format!(
+            "{base_query}{where_clause}{order_clause}{limit_clause}"
+        ))
+    }
+
+    fn get_max_retries(&self) -> u32 {
+        self.config.max_retries.unwrap_or(DEFAULT_MAX_RETRIES)
+    }
+
+    async fn apply_pending_operations(
+        &self,
+        operations: Vec<PendingOperation>,
+        deadline: tokio::time::Instant,
+    ) -> Result<Vec<PendingOperation>, Error> {
+        let mut failed_operations = Vec::new();
+        let mut operations = operations.into_iter();
+        while let Some(operation) = operations.next() {
+            if tokio::time::Instant::now() >= deadline {
+                failed_operations.push(operation);
+                failed_operations.extend(operations);
+                break;
+            }
+            let result = tokio::time::timeout_at(deadline, async {
+                let pool = self.get_pool()?;
+                self.mark_or_delete_processed_rows(pool, &operation).await
+            })
+            .await;
+            match result {
+                Ok(Ok(())) => {
+                    self.consecutive_cleanup_failures
+                        .store(0, Ordering::Relaxed);
+                }
+                Ok(Err(error)) => {
+                    self.record_cleanup_failure(&operation, &error)?;
+                    failed_operations.push(operation);
+                }
+                Err(_) => {
+                    self.record_cleanup_failure(
+                        &operation,
+                        "cleanup exceeded the 10s budget for one Ack",
+                    )?;
+                    failed_operations.push(operation);
+                }
+            }
+        }
+        Ok(failed_operations)
+    }
+
+    fn record_cleanup_failure(
+        &self,
+        operation: &PendingOperation,
+        error: impl std::fmt::Display,
+    ) -> Result<(), Error> {
+        let consecutive_failures = self
+            .consecutive_cleanup_failures
+            .fetch_add(1, Ordering::Relaxed)
+            .saturating_add(1);
+        error!(
+            "Failed to mark or delete {} delivered row(s) in table '{}' for 
{CONNECTOR_NAME} \
+             connector ID: {}, retrying on the next poll 
({consecutive_failures} consecutive \
+             failures): {error}",
+            operation.ids.len(),
+            operation.table,
+            self.id
+        );
+        if consecutive_failures >= MAX_CONSECUTIVE_CLEANUP_FAILURES {
+            return Err(Error::Connection(format!(
+                "stopping {CONNECTOR_NAME} connector ID {} after 
{consecutive_failures} \
+                 consecutive mark/delete failures; the cleanup stays in the 
saved state and \
+                 runs again on restart",
+                self.id
+            )));
+        }
+        Ok(())
+    }
+
+    async fn mark_or_delete_processed_rows(
+        &self,
+        pool: &Pool<MySql>,
+        operation: &PendingOperation,
+    ) -> Result<(), Error> {
+        let PendingOperation { table, ids, target } = operation;
+        if ids.is_empty() {
+            return Ok(());
+        }
+
+        let quoted_table = quote_qualified_identifier(table)?;
+        let quoted_pk = quote_identifier(&target.key_column)?;
+        let placeholders = vec!["?"; ids.len()].join(", ");
+
+        let query = match &target.action {
+            CleanupAction::Delete => {
+                if self.verbose {
+                    info!("Deleting {} processed rows from '{table}'", 
ids.len());
+                } else {
+                    debug!("Deleting {} processed rows from '{table}'", 
ids.len());
+                }
+                format!("DELETE FROM {quoted_table} WHERE {quoted_pk} IN 
({placeholders})")
+            }
+            CleanupAction::MarkProcessed { column } => {
+                let quoted_processed = quote_identifier(column)?;
+                if self.verbose {
+                    info!("Marking {} rows as processed in '{table}'", 
ids.len());
+                } else {
+                    debug!("Marking {} rows as processed in '{table}'", 
ids.len());
+                }
+                format!(
+                    "UPDATE {quoted_table} SET {quoted_processed} = TRUE WHERE 
{quoted_pk} IN ({placeholders})"
+                )
+            }
+        };
+
+        // The query and its binds are rebuilt on every attempt because 
with_retry
+        // calls the closure once per try and each `execute` consumes the 
query.
+        with_retry(
+            || {
+                let mut prepared = 
sqlx::query(sqlx::AssertSqlSafe(query.as_str()));
+                for id in ids {
+                    prepared = match id {
+                        PkValue::Text(text) => prepared.bind(text),
+                        PkValue::Bytes(bytes) => prepared.bind(bytes),
+                    };
+                }
+                prepared.execute(pool)
+            },
+            self.get_max_retries(),
+            self.retry_delay.as_millis() as u64,
+        )
+        .await
+        .map(|_| ())
+    }
+
+    async fn poll_tables(&self) -> Result<PolledBatch, Error> {
+        let pool = self.get_pool()?;
+
+        let batch_size = self.config.batch_size.unwrap_or(1000);
+        let tracking_column = self.tracking_column();
+        let pk_column = self.primary_key_column();
+
+        let row_config = RowProcessingConfig {
+            table: "",
+            tracking_column,
+            pk_column,
+            payload_format: self.payload_format(),
+            payload_col: self.config.payload_column.as_deref().unwrap_or(""),
+            snake_case_columns: 
self.config.snake_case_columns.unwrap_or(false),
+            include_metadata: self.config.include_metadata.unwrap_or(true),
+        };
+
+        // Phase 1: fetch and process every table into its own buffer without 
any
+        // side effect. A `process_row` failure is deterministic (a row that 
cannot
+        // be decoded fails identically every cycle), so a failing table is 
logged
+        // with its resume offset and skipped rather than aborting the whole 
poll:
+        // nothing has been marked yet, its rows stay in MySQL, and the 
remaining
+        // tables still make progress. The operator sees exactly which table 
and
+        // offset to fix.
+        //
+        // An ordering violation is handled one step further. Retrying it would
+        // re-run the same query, re-decode the same rows, and hit the same 
failure
+        // forever, so the table is latched off instead of being retried each 
cycle.
+        let mut batches: Vec<TableBatch> = 
Vec::with_capacity(self.config.tables.len());
+        let mut any_batch_full = false;
+
+        let poll_number = self.polls.fetch_add(1, Ordering::Relaxed) + 1;
+        let poisoned = { self.poisoned_tables.lock().await.clone() };
+        let mut newly_poisoned: Vec<String> = Vec::new();
+
+        for table in &self.config.tables {
+            if poisoned.contains(table) {
+                continue;
+            }
+
+            // Get last offset with minimal lock time
+            let last_offset = {
+                let state = self.state.lock().await;
+                state.tracking_offsets.get(table).cloned()
+            };
+
+            match self
+                .fetch_table_batch(
+                    table,
+                    &row_config,
+                    tracking_column,
+                    batch_size,
+                    &last_offset,
+                )
+                .await
+            {
+                Ok(batch) => {
+                    if self.verbose {
+                        info!("Fetched {} rows from table '{table}'", 
batch.messages.len());
+                    } else {
+                        debug!("Fetched {} rows from table '{table}'", 
batch.messages.len());
+                    }
+                    if !batch.messages.is_empty() {
+                        self.cursor_regressions.lock().await.remove(table);
+                    }
+                    // A full batch means the LIMIT was hit, so more rows are 
waiting.
+                    any_batch_full |= batch.messages.len() as u32 >= 
batch_size;
+                    batches.push(batch);
+                }
+                Err(FetchError::Ordering(reason) | 
FetchError::MissingTrackingColumn(reason)) => {
+                    error!(
+                        "Table '{table}' at offset {}: {reason}. Table 
disabled until restart.",
+                        last_offset.as_deref().unwrap_or("<start>")
+                    );
+                    newly_poisoned.push(table.clone());
+                }
+                Err(FetchError::CursorRegression(reason)) => {
+                    // Cleared only by a batch that carried rows, so the run 
counts polls
+                    // since the table last published anything. An idle poll 
produces as
+                    // little as a rejected one does and must not read as 
recovery.
+                    let consecutive = {
+                        let mut regressions = 
self.cursor_regressions.lock().await;
+                        let consecutive = 
regressions.entry(table.clone()).or_insert(0);
+                        *consecutive += 1;
+                        *consecutive
+                    };
+                    let offset = last_offset.as_deref().unwrap_or("<start>");
+                    if consecutive >= CURSOR_REGRESSION_ERROR_THRESHOLD {
+                        error!(
+                            "Table '{table}' at offset {offset}: {reason}. 
Skipping this poll \
+                             ({consecutive} consecutive polls)."
+                        );
+                    } else {
+                        warn!("Table '{table}' at offset {offset}: {reason}. 
Skipping this poll.");
+                    }
+                }
+                Err(FetchError::StaleOffsetKind(reason)) => {
+                    warn!(
+                        "Table '{table}' at offset {}: {reason}. Retrying on 
the next poll.",
+                        last_offset.as_deref().unwrap_or("<start>")
+                    );
+                }
+                Err(FetchError::UnusableTrackingValue(reason)) => {
+                    error!(
+                        "Table '{table}' at offset {}: {reason}. Retrying each 
poll until the row \
+                         is fixed.",
+                        last_offset.as_deref().unwrap_or("<start>")
+                    );
+                }
+                Err(FetchError::Other(error)) => {
+                    error!(
+                        "Failed to process table '{table}' at offset {}, 
skipping this cycle: {error}",
+                        last_offset.as_deref().unwrap_or("<start>")
+                    );
+                }
+            }
+        }
+
+        if !newly_poisoned.is_empty() {
+            let mut poisoned_tables = self.poisoned_tables.lock().await;
+            poisoned_tables.extend(newly_poisoned);
+            if self
+                .config
+                .tables
+                .iter()
+                .all(|table| poisoned_tables.contains(table))
+            {
+                error!(
+                    "All configured tables are disabled because their batches 
cannot yield a \
+                     cursor; {CONNECTOR_NAME} connector with ID: {} is idle 
until restarted",
+                    self.id
+                );
+            }
+        }
+
+        // From the next poll on a disabled table is skipped before anything 
is logged,
+        // so the one line written when it was disabled can scroll out of the 
operator's
+        // log window and leave a dark connector looking healthy.
+        if poll_number.is_multiple_of(DISABLED_TABLES_LOG_INTERVAL) {
+            let poisoned_tables = self.poisoned_tables.lock().await;
+            if !poisoned_tables.is_empty() {
+                let mut disabled: Vec<&str> = 
poisoned_tables.iter().map(String::as_str).collect();
+                disabled.sort_unstable();
+                error!(
+                    "{} of {} configured table(s) are still disabled and are 
not being polled by \
+                     {CONNECTOR_NAME} connector with ID: {}, and will stay 
that way until it is \
+                     restarted: {}",
+                    disabled.len(),
+                    self.config.tables.len(),
+                    self.id,
+                    disabled.join(", ")
+                );
+            }
+        }
+
+        // Phase 2: stage each table's batch. Nothing touches MySQL or the 
live state
+        // here: the offsets and the mark/delete are applied in 
`on_batch_result` once
+        // the runtime has sent the batch and saved this candidate state, and 
a Nack
+        // throws the candidate away so the same rows are read again.
+        let cleanup_target = self.cleanup_target();
+        let mut candidate_state = self.state.lock().await.clone();
+        let mut operations = Vec::new();
+        let mut messages = Vec::new();
+        let mut total_processed: u64 = 0;
+
+        for mut batch in batches {
+            if let Some(target) = &cleanup_target
+                && !batch.messages.is_empty()
+            {
+                if batch.processed_ids.is_empty() {
+                    error!(
+                        "Table '{}': mark/delete is configured but no primary 
keys were extracted \
+                         from {} row(s), skipping this cycle so rows are not 
published without \
+                         being marked or deleted (check that '{pk_column}' is 
projected and scalar)",
+                        batch.table,
+                        batch.messages.len()
+                    );
+                    continue;
+                }
+
+                match self
+                    .cleanup_key_is_unique(pool, &batch.table, 
&target.key_column)
+                    .await
+                {
+                    Ok(true) => {}
+                    Ok(false) => {
+                        error!(
+                            "{}. Table disabled until restart.",
+                            not_unique_key_message(&batch.table, 
&target.key_column)
+                        );
+                        self.poisoned_tables.lock().await.insert(batch.table);
+                        continue;
+                    }
+                    Err(error) => {
+                        error!("Table '{}' skipped this cycle: {error}", 
batch.table);
+                        continue;
+                    }
+                }
+
+                operations.push(PendingOperation {
+                    table: batch.table.clone(),
+                    ids: std::mem::take(&mut batch.processed_ids),
+                    target: target.clone(),
+                });
+            }
+
+            total_processed += batch.messages.len() as u64;
+            messages.append(&mut batch.messages);
+            if let Some(offset) = batch.max_offset {
+                candidate_state.tracking_offsets.insert(batch.table, offset);
+            }
+        }
+
+        let pending = (total_processed > 0).then(|| {
+            candidate_state.processed_rows += total_processed;
+            candidate_state.pending_operations = operations;
+            PendingBatch {
+                state: candidate_state,
+                acknowledged: false,
+                retiring: false,
+            }
+        });
+
+        self.last_batch_full
+            .store(any_batch_full, Ordering::Relaxed);
+        Ok(PolledBatch { messages, pending })
+    }
+
+    async fn fetch_table_batch(
+        &self,
+        table: &str,
+        row_config: &RowProcessingConfig<'_>,
+        tracking_column: &str,
+        batch_size: u32,
+        last_offset: &Option<String>,
+    ) -> Result<TableBatch, FetchError> {
+        let pool = self.get_pool()?;
+        let table_config = RowProcessingConfig {
+            table,
+            ..*row_config
+        };
+
+        let query_kind = self.tracking_kind(table).await;
+        let query = if let Some(custom_query) = &self.config.custom_query {
+            self.substitute_query_params(custom_query, table, last_offset, 
batch_size, query_kind)?
+        } else {
+            self.build_polling_query(table, tracking_column, last_offset, 
batch_size, query_kind)?
+        };
+
+        // Database I/O without holding the lock
+        let rows = with_retry(
+            || 
sqlx::query(sqlx::AssertSqlSafe(query.as_str())).fetch_all(pool),
+            self.get_max_retries(),
+            self.retry_delay.as_millis() as u64,
+        )
+        .await?;
+
+        // Settled once for the whole batch rather than per row, since the 
column list
+        // is a property of the result set.
+        if let Some(first) = rows.first() {
+            ensure_tracking_column_projected(
+                first.columns().iter().map(|column| column.name()),
+                tracking_column,
+            )?;
+        }
+
+        let resume_from = if self.cursor_gates_query() {
+            self.effective_offset(last_offset)
+        } else {
+            None
+        };
+
+        // The result set describes what this query actually returned, so it 
outranks
+        // whatever `information_schema` said at startup and is the only answer
+        // available for a computed column.
+        let kind = match rows.first().and_then(|row| {
+            observed_tracking_kind(row, tracking_column).filter(|observed| 
*observed != query_kind)
+        }) {
+            Some(observed) => {
+                self.tracking_kinds
+                    .lock()
+                    .await
+                    .insert(table.to_string(), observed);
+                // The query was already sent with the stale kind, so its 
offset literal
+                // may be quoted for the wrong type.
+                if let Some(offset) = &resume_from
+                    && offset_literal_diverged(offset, query_kind, observed)
+                {
+                    return Err(FetchError::StaleOffsetKind(format!(
+                        "tracking_column '{tracking_column}' type differs from 
the one detected \
+                         at startup (filtered with {}, expected {}), batch 
discarded",
+                        format_offset_value(offset, query_kind),
+                        format_offset_value(offset, observed)
+                    )));
+                }
+                observed
+            }
+            None => query_kind,
+        };
+
+        let mut batch = TableBatch {
+            table: table.to_string(),
+            messages: Vec::with_capacity(rows.len()),
+            processed_ids: Vec::new(),
+            max_offset: None,
+        };
+        // Every row of a result set shares its columns, so the published key 
names are
+        // derived once per batch instead of once per row.
+        let column_names: Vec<String> = rows
+            .first()
+            .map(|row| {
+                row.columns()
+                    .iter()
+                    .map(|column| {
+                        if table_config.snake_case_columns {
+                            to_snake_case(column.name())
+                        } else {
+                            column.name().to_string()
+                        }
+                    })
+                    .collect()
+            })
+            .unwrap_or_default();
+        let mut ordering = OrderingGuard::new(tracking_column, kind, 
resume_from);
+        for row in rows {
+            let processed = self
+                .process_row(&row, &table_config, &column_names)
+                .map_err(|e| {
+                    error!(
+                        "Failed to decode row in table '{table}' (pk {}): {e}",
+                        pk_for_log(&row, table_config.pk_column)
+                    );
+                    e
+                })?;
+
+            let Some(value) = processed.tracking_value else {
+                return Err(unusable_tracking_value(
+                    tracking_column,
+                    &pk_for_log(&row, table_config.pk_column),
+                ));
+            };
+            ordering
+                .accept(value)
+                .map_err(|violation| match violation {
+                    OrderingViolation::WithinBatch(reason) => 
FetchError::Ordering(reason),
+                    OrderingViolation::BelowCursor(reason) => 
FetchError::CursorRegression(reason),
+                })?;
+
+            if let Some(pk) = processed.row_pk {
+                batch.processed_ids.push(pk);
+            }
+
+            batch.messages.push(processed.message);
+        }
+        batch.max_offset = ordering.into_cursor();
+
+        Ok(batch)
+    }
+
+    fn process_row(
+        &self,
+        row: &MySqlRow,
+        config: &RowProcessingConfig,
+        column_names: &[String],
+    ) -> Result<ProcessedRow, Error> {
+        let mut row_pk: Option<PkValue> = None;
+        let mut tracking_value: Option<String> = None;
+
+        // Payload column set: only extract it plus tracking/pk columns.
+        // Avoids extract_column_value on every other column since the data map
+        // built below would be discarded anyway.
+        if !config.payload_col.is_empty() {
+            let mut extracted_payload: Option<Vec<u8>> = None;
+            for (i, column) in row.columns().iter().enumerate() {
+                let name = column.name();
+                if name.eq_ignore_ascii_case(config.payload_col) {
+                    extracted_payload =
+                        Some(self.extract_payload_column(row, i, 
config.payload_format)?);
+                }
+                let is_tracking = 
name.eq_ignore_ascii_case(config.tracking_column);
+                let is_pk = name.eq_ignore_ascii_case(config.pk_column);
+                if is_tracking {
+                    let value = extract_column_value(row, i)?;
+                    tracking_value = column_value_as_string(row, i, &value)?;
+                    if is_pk {
+                        row_pk = pk_value_from_decoded(row, i, &value)?;
+                    }
+                } else if is_pk {
+                    row_pk = extract_pk_value(row, i)?;
+                }
+            }
+
+            // Every extract_payload_column arm yields Ok for a NULL column, 
so None
+            // here means the column was absent. Falling back to the whole-row 
JSON
+            // would publish bytes contradicting the schema derived from 
payload_format.
+            let payload = extracted_payload.ok_or_else(|| {
+                Error::InvalidRecordValue(format!(
+                    "table '{}': payload_column '{}' not present in the result 
set",
+                    config.table, config.payload_col
+                ))
+            })?;
+
+            return Ok(build_processed_row(
+                config.table,
+                payload,
+                tracking_value,
+                row_pk,
+            ));
+        }
+
+        let mut data = serde_json::Map::new();
+        for ((i, column), column_name) in 
row.columns().iter().enumerate().zip(column_names) {
+            let name = column.name();
+            let value = extract_column_value(row, i)?;
+            if name.eq_ignore_ascii_case(config.tracking_column) {
+                tracking_value = column_value_as_string(row, i, &value)?;
+            }
+            if name.eq_ignore_ascii_case(config.pk_column) {
+                row_pk = pk_value_from_decoded(row, i, &value)?;
+            }
+            data.insert(column_name.clone(), value);
+        }
+
+        let payload = if config.include_metadata {
+            let record = DatabaseRecord {
+                table_name: config.table.to_string(),
+                operation_type: "SELECT".to_string(),
+                timestamp: Utc::now(),
+                data: serde_json::Value::Object(data),
+                old_data: None,
+            };
+            simd_json::to_vec(&record).map_err(|e| {
+                Error::InvalidRecordValue(format!(
+                    "table '{}': failed to serialize row to JSON: {e}",
+                    config.table
+                ))
+            })?
+        } else {
+            simd_json::to_vec(&data).map_err(|e| {
+                Error::InvalidRecordValue(format!(
+                    "table '{}': failed to serialize row to JSON: {e}",
+                    config.table
+                ))
+            })?
+        };
+
+        Ok(build_processed_row(
+            config.table,
+            payload,
+            tracking_value,
+            row_pk,
+        ))
+    }
+}
+
+/// Type-faithful primary-key extraction. Binary columns are taken as raw bytes
+/// rather than routed through the base64 path in `extract_column_value`, so 
the
+/// value can be bound back into `WHERE pk IN (...)` and match the row. 
Everything
+/// else takes the string form MySQL parses back to the same value. Returns 
None
+/// only for a NULL pk, which a real primary key cannot be.
+fn extract_pk_value(row: &MySqlRow, column_index: usize) -> 
Result<Option<PkValue>, Error> {
+    if is_binary_column(row, column_index) {
+        return binary_pk_value(row, column_index);
+    }
+    let value = extract_column_value(row, column_index)?;
+    pk_value_from_decoded(row, column_index, &value)
+}
+
+/// Like `extract_pk_value` for a column the caller has already decoded, so the
+/// common key column is not decoded a second time per row.
+fn pk_value_from_decoded(
+    row: &MySqlRow,
+    column_index: usize,
+    value: &serde_json::Value,
+) -> Result<Option<PkValue>, Error> {
+    if is_binary_column(row, column_index) {
+        return binary_pk_value(row, column_index);
+    }
+    Ok(column_value_as_string(row, column_index, value)?.map(PkValue::Text))
+}
+
+fn is_binary_column(row: &MySqlRow, column_index: usize) -> bool {
+    matches!(
+        row.columns()[column_index].type_info().name(),
+        "BINARY" | "VARBINARY" | "TINYBLOB" | "BLOB" | "MEDIUMBLOB" | 
"LONGBLOB"
+    )
+}
+
+fn binary_pk_value(row: &MySqlRow, column_index: usize) -> 
Result<Option<PkValue>, Error> {
+    let column = &row.columns()[column_index];
+    let bytes: Option<Vec<u8>> = row.try_get(column_index).map_err(|e| {
+        Error::InvalidRecordValue(format!(
+            "primary key column '{}' (MySQL type '{}'): {e}",
+            column.name(),
+            column.type_info().name()
+        ))
+    })?;
+    Ok(bytes.map(PkValue::Bytes))
+}
+
+fn extract_column_value(row: &MySqlRow, column_index: usize) -> 
Result<serde_json::Value, Error> {
+    let column = &row.columns()[column_index];
+    let type_name = column.type_info().name();
+
+    let to_err = |e: sqlx::Error| {
+        Error::InvalidRecordValue(format!(
+            "column '{}' (MySQL type '{type_name}'): {e}",
+            column.name()
+        ))
+    };
+
+    match type_name {
+        "BOOLEAN" => {
+            let value: Option<bool> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(serde_json::Value::Bool)
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "TINYINT" => {
+            let value: Option<i8> = row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as i64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "SMALLINT" => {
+            let value: Option<i16> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as i64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "MEDIUMINT" | "INT" => {
+            let value: Option<i32> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as i64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "BIGINT" => {
+            let value: Option<i64> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(serde_json::Value::from)
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "TINYINT UNSIGNED" => {
+            let value: Option<u8> = row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as u64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "SMALLINT UNSIGNED" => {
+            let value: Option<u16> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as u64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "MEDIUMINT UNSIGNED" | "INT UNSIGNED" => {
+            let value: Option<u32> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as u64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "BIGINT UNSIGNED" => {
+            let value: Option<u64> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(serde_json::Value::from)
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "FLOAT" => {
+            let value: Option<f32> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(|v| serde_json::Value::from(v as f64))
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "DOUBLE" => {
+            let value: Option<f64> = 
row.try_get(column_index).map_err(to_err)?;
+            Ok(value
+                .map(serde_json::Value::from)
+                .unwrap_or(serde_json::Value::Null))
+        }
+        "DECIMAL" => {
+            let value: Option<rust_decimal::Decimal> = 
row.try_get(column_index).map_err(to_err)?;

Review Comment:
   fixed, DECIMAL is now decoded as BigDecimal and written with 
to_plain_string(), so payloads and the cursor keep every digit.



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