MetaToCustomTableMigrator.php 30.5 KB
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824
<?php
/**
 * Generic migration class to move any entity, entity_meta table combination to custom table.
 */

namespace Automattic\WooCommerce\Database\Migrations;

/**
 * Base class for implementing migrations from the standard WordPress meta table
 * to custom structured tables.
 *
 * @package Automattic\WooCommerce\Database\Migrations\CustomOrderTable
 */
abstract class MetaToCustomTableMigrator extends TableMigrator {

	/**
	 * Config for tables being migrated and migrated from. See __construct() for detailed config.
	 *
	 * @var array
	 */
	protected $schema_config;

	/**
	 * Meta config, see __construct for detailed config.
	 *
	 * @var array
	 */
	protected $meta_column_mapping;

	/**
	 * Column mapping from source table to destination custom table. See __construct for detailed config.
	 *
	 * @var array
	 */
	protected $core_column_mapping;

	/**
	 * MetaToCustomTableMigrator constructor.
	 */
	public function __construct() {
		$this->schema_config       = MigrationHelper::escape_schema_for_backtick( $this->get_schema_config() );
		$this->meta_column_mapping = $this->get_meta_column_config();
		$this->core_column_mapping = $this->get_core_column_mapping();
	}

	/**
	 * Specify schema config the source and destination table.
	 *
	 * @return array Schema, must of the form:
	 * array(
		'source' => array(
			'entity' => array(
				'table_name' => $source_table_name,
				'meta_rel_column' => $column_meta, Name of column in source table which is referenced by meta table.
				'destination_rel_column' => $column_dest, Name of column in source table which is refenced by destination table,
				'primary_key' => $primary_key, Primary key of the source table
			),
			'meta' => array(
				'table' => $meta_table_name,
				'meta_key_column' => $meta_key_column_name,
				'meta_value_column' => $meta_value_column_name,
				'entity_id_column' => $entity_id_column, Name of the column having entity IDs.
			),
		),
		'destination' => array(
			'table_name' => $table_name, Name of destination table,
			'source_rel_column' => $column_source_id, Name of the column in destination table which is referenced by source table.
			'primary_key' => $table_primary_key,
			'primary_key_type' => $type bool|int|string|decimal
		)
	 */
	abstract protected function get_schema_config(): array;

	/**
	 * Specify column config from the source table.
	 *
	 * @return array Config, must be of the form:
	 * array(
	 *  '$source_column_name_1' => array( // $source_column_name_1 is column name in source table, or a select statement.
	 *      'type' => 'type of value, could be string/int/date/float.',
	 *      'destination' => 'name of the column in column name where this data should be inserted in.',
	 *  ),
	 *  '$source_column_name_2' => array(
	 *          ......
	 *  ),
	 *  ....
	 * ).
	 */
	abstract protected function get_core_column_mapping(): array;

	/**
	 * Specify meta keys config from source meta table.
	 *
	 * @return array Config, must be of the form.
	 * array(
	 *  '$meta_key_1' => array(  // $meta_key_1 is the name of meta_key in source meta table.
	 *          'type' => 'type of value, could be string/int/date/float',
	 *          'destination' => 'name of the column in column name where this data should be inserted in.',
	 *  ),
	 *  '$meta_key_2' => array(
	 *          ......
	 *  ),
	 *  ....
	 * ).
	 */
	abstract protected function get_meta_column_config(): array;

	/**
	 * Generate SQL for data insertion.
	 *
	 * @param array $batch Data to generate queries for. Will be 'data' array returned by `$this->fetch_data_for_migration_for_ids()` method.
	 *
	 * @return string Generated queries for insertion for this batch, would be of the form:
	 * INSERT IGNORE INTO $table_name ($columns) values
	 *  ($value for row 1)
	 *  ($value for row 2)
	 * ...
	 */
	private function generate_insert_sql_for_batch( array $batch ): string {
		$table = $this->schema_config['destination']['table_name'];

		list( $value_sql, $column_sql ) = $this->generate_column_clauses( array_merge( $this->core_column_mapping, $this->meta_column_mapping ), $batch );

		return "INSERT IGNORE INTO $table (`$column_sql`) VALUES $value_sql;"; // phpcs:ignore WordPress.DB.PreparedSQL.InterpolatedNotPrepared, -- $insert_query is hardcoded, $value_sql is already escaped.
	}

	/**
	 * Generate SQL for data updating.
	 *
	 * @param array $batch Data to generate queries for. Will be `data` array returned by fetch_data_for_migration_for_ids() method.
	 *
	 * @param array $entity_row_mapping Maps rows to update data with their original IDs. Will be returned by `generate_update_sql_for_batch`.
	 *
	 * @return string Generated queries for batch update. Would be of the form:
	 * INSERT INTO $table ( $columns ) VALUES
	 *  ($value for row 1)
	 *  ($valye for row 2)
	 * ...
	 * ON DUPLICATE KEY UPDATE
	 * $column1 = VALUES($column1)
	 * $column2 = VALUES($column2)
	 * ...
	 */
	private function generate_update_sql_for_batch( array $batch, array $entity_row_mapping ): string {
		$table = $this->schema_config['destination']['table_name'];

		$destination_primary_id_schema = $this->get_destination_table_primary_id_schema();
		foreach ( $batch as $entity_id => $row ) {
			$batch[ $entity_id ][ $destination_primary_id_schema['destination_primary_key']['destination'] ] = $entity_row_mapping[ $entity_id ]->destination_id;
		}

		list( $value_sql, $column_sql, $columns ) = $this->generate_column_clauses(
			array_merge( $destination_primary_id_schema, $this->core_column_mapping, $this->meta_column_mapping ),
			$batch
		);

		$duplicate_update_key_statement = MigrationHelper::generate_on_duplicate_statement_clause( $columns );

		return "INSERT INTO $table (`$column_sql`) VALUES $value_sql $duplicate_update_key_statement;";
	}

	/**
	 * Generate schema for primary ID column of destination table.
	 *
	 * @return array[] Schema for primary ID column.
	 */
	private function get_destination_table_primary_id_schema(): array {
		return array(
			'destination_primary_key' => array(
				'destination' => $this->schema_config['destination']['primary_key'],
				'type'        => $this->schema_config['destination']['primary_key_type'],
			),
		);
	}

	/**
	 * Generate values and columns clauses to be used in INSERT and INSERT..ON DUPLICATE KEY UPDATE statements.
	 *
	 * @param array $columns_schema Columns config for destination table.
	 * @param array $batch Actual data to migrate as returned by `data` in `fetch_data_for_migration_for_ids` method.
	 *
	 * @return array SQL clause for values, columns placeholders, and columns.
	 */
	private function generate_column_clauses( array $columns_schema, array $batch ): array {
		global $wpdb;

		$columns      = array();
		$placeholders = array();
		foreach ( $columns_schema as $prev_column => $schema ) {
			if ( in_array( $schema['destination'], $columns, true ) ) {
				continue;
			}
			$columns[]      = $schema['destination'];
			$placeholders[] = MigrationHelper::get_wpdb_placeholder_for_type( $schema['type'] );
		}
		$placeholders = "'" . implode( "', '", $placeholders ) . "'";

		$values = array();
		foreach ( array_values( $batch ) as $row ) {
			$query_params = array();
			foreach ( $columns as $column ) {
				$query_params[] = $row[ $column ] ?? null;
			}
			// phpcs:ignore WordPress.DB.PreparedSQL.NotPrepared -- $placeholders can only contain combination of placeholders described in MigrationHelper::get_wpdb_placeholder_for_type
			$value_string = '(' . $wpdb->prepare( $placeholders, $query_params ) . ')';
			$values[]     = $value_string;
		}

		$value_sql = implode( ',', $values );

		$column_sql = implode( '`, `', $columns );

		return array( $value_sql, $column_sql, $columns );
	}

	/**
	 * Migrate a batch of entities from the posts table to the corresponding table.
	 *
	 * @param array $entity_ids Ids of entities to migrate.
	 *
	 * @return void
	 */
	protected function process_migration_batch_for_ids_core( array $entity_ids ): void {
		$data = $this->fetch_data_for_migration_for_ids( $entity_ids );

		foreach ( $data['errors'] as $entity_id => $errors ) {
			foreach ( $errors as $column_name => $error_message ) {
				$this->add_error( "Error importing data for post with id $entity_id: column $column_name: $error_message" );
			}
		}

		if ( count( $data['data'] ) === 0 ) {
			return;
		}

		$entity_ids       = array_keys( $data['data'] );
		$existing_records = $this->get_already_existing_records( $entity_ids );

		$to_insert = array_diff_key( $data['data'], $existing_records );
		$this->process_insert_batch( $to_insert );

		$existing_records = array_filter(
			$existing_records,
			function( $record_data ) {
				return '1' === $record_data->modified;
			}
		);
		$to_update        = array_intersect_key( $data['data'], $existing_records );
		$this->process_update_batch( $to_update, $existing_records );
	}

	/**
	 * Process batch for insertion into destination table.
	 *
	 * @param array $batch Data to insert, will be of the form as returned by `data` in `fetch_data_for_migration_for_ids`.
	 */
	private function process_insert_batch( array $batch ): void {
		if ( 0 === count( $batch ) ) {
			return;
		}

		$queries = $this->generate_insert_sql_for_batch( $batch );
		// phpcs:ignore WordPress.DB.PreparedSQL.NotPrepared -- Queries should already be prepared.
		$processed_rows_count = $this->db_query( $queries );
		$this->maybe_add_insert_or_update_error( 'insert', $processed_rows_count );
	}

	/**
	 * Process batch for update into destination table.
	 *
	 * @param array $batch Data to insert, will be of the form as returned by `data` in `fetch_data_for_migration_for_ids`.
	 * @param array $ids_mapping Maps rows to update data with their original IDs.
	 */
	private function process_update_batch( array $batch, array $ids_mapping ): void {
		if ( 0 === count( $batch ) ) {
			return;
		}

		$queries = $this->generate_update_sql_for_batch( $batch, $ids_mapping );
		// phpcs:ignore WordPress.DB.PreparedSQL.NotPrepared -- Queries should already be prepared.
		$processed_rows_count = $this->db_query( $queries ) / 2;
		$this->maybe_add_insert_or_update_error( 'update', $processed_rows_count );
	}


	/**
	 * Fetch data for migration.
	 *
	 * @param array $entity_ids Entity IDs to fetch data for.
	 *
	 * @return array[] Data along with errors (if any), will of the form:
	 * array(
	 *  'data' => array(
	 *      'id_1' => array( 'column1' => value1, 'column2' => value2, ...),
	 *      ...,
	 *   ),
	 *  'errors' => array(
	 *      'id_1' => array( 'column1' => error1, 'column2' => value2, ...),
	 *      ...,
	 * )
	 */
	private function fetch_data_for_migration_for_ids( array $entity_ids ): array {
		if ( empty( $entity_ids ) ) {
			return array(
				'data'   => array(),
				'errors' => array(),
			);
		}

		$entity_table_query = $this->build_entity_table_query( $entity_ids );
		// phpcs:ignore WordPress.DB.PreparedSQL.NotPrepared -- Output of $this->build_entity_table_query is already prepared.
		$entity_data = $this->db_get_results( $entity_table_query );
		if ( empty( $entity_data ) ) {
			return array(
				'data'   => array(),
				'errors' => array(),
			);
		}
		$entity_meta_rel_ids = array_column( $entity_data, 'entity_meta_rel_id' );

		$meta_table_query = $this->build_meta_data_query( $entity_meta_rel_ids );
		// phpcs:ignore WordPress.DB.PreparedSQL.NotPrepared -- Output of $this->build_meta_data_query is already prepared.
		$meta_data = $this->db_get_results( $meta_table_query );

		return $this->process_and_sanitize_data( $entity_data, $meta_data );
	}

	/**
	 * Fetch id mappings for records that are already inserted in the destination table.
	 *
	 * @param array $entity_ids List of entity IDs to verify.
	 *
	 * @return array Already migrated entities, would be of the form
	 * array(
	 *      '$source_id1' => array(
	 *          'source_id' => $source_id1,
	 *          'destination_id' => $destination_id1
	 *          'modified' => 0 if it can be determined that the row doesn't need update, 1 otherwise
	 *      ),
	 *      ...
	 * )
	 */
	protected function get_already_existing_records( array $entity_ids ): array {
		global $wpdb;

		$source_table                   = $this->schema_config['source']['entity']['table_name'];
		$source_destination_join_column = $this->schema_config['source']['entity']['destination_rel_column'];
		$source_primary_key_column      = $this->schema_config['source']['entity']['primary_key'];

		$destination_table              = $this->schema_config['destination']['table_name'];
		$destination_source_join_column = $this->schema_config['destination']['source_rel_column'];
		$destination_primary_key_column = $this->schema_config['destination']['primary_key'];

		$entity_id_placeholder = implode( ',', array_fill( 0, count( $entity_ids ), '%d' ) );

		// Additional SQL to check if the row needs update according to the column mapping.
		// The IFNULL and CHAR(0) "hack" is needed because NULLs can't be directly compared in SQL.
		$modified_selector   = array();
		$core_column_mapping = array_filter(
			$this->core_column_mapping,
			function( $mapping ) {
				return ! isset( $mapping['select_clause'] );
			}
		);
		foreach ( $core_column_mapping as $column_name => $mapping ) {
			if ( $column_name === $source_primary_key_column ) {
				continue;
			}
			$modified_selector[] =
				"IFNULL(source.$column_name,CHAR(0)) != IFNULL(destination.{$mapping['destination']},CHAR(0))"
				. ( 'string' === $mapping['type'] ? ' COLLATE ' . $wpdb->collate : '' );
		}

		if ( empty( $modified_selector ) ) {
			$modified_selector = ', 1 AS modified';
		} else {
			$modified_selector = trim( implode( ' OR ', $modified_selector ) );
			$modified_selector = ", if( $modified_selector, 1, 0 ) AS modified";
		}

		$additional_where = $this->get_additional_where_clause_for_get_data_to_insert_or_update( $entity_ids );

		$already_migrated_entity_ids = $this->db_get_results(
			$wpdb->prepare(
			// phpcs:disable WordPress.DB.PreparedSQL.InterpolatedNotPrepared, WordPress.DB.PreparedSQLPlaceholders.UnfinishedPrepare -- All columns and table names are hardcoded.
				"
SELECT source.`$source_primary_key_column` as source_id, destination.`$destination_primary_key_column` as destination_id $modified_selector
FROM `$destination_table` destination
JOIN `$source_table` source ON source.`$source_destination_join_column` = destination.`$destination_source_join_column`
WHERE source.`$source_primary_key_column` IN ( $entity_id_placeholder ) $additional_where
",
				$entity_ids
			)
		// phpcs:enable
		);

		return array_column( $already_migrated_entity_ids, null, 'source_id' );
	}

	/**
	 * Get additional string to be appended to the WHERE clause of the SQL query used by get_data_to_insert_or_update.
	 *
	 * @param array $entity_ids The ids of the entities being inserted or updated.
	 * @return string Additional string for the WHERE clause, must either be empty or start with "AND" or "OR".
	 */
	protected function get_additional_where_clause_for_get_data_to_insert_or_update( array $entity_ids ): string {
		return '';
	}

	/**
	 * Helper method to build query used to fetch data from core source table.
	 *
	 * @param array $entity_ids List of entity IDs to fetch.
	 *
	 * @return string Query that can be used to fetch data.
	 */
	private function build_entity_table_query( array $entity_ids ): string {
		global $wpdb;

		$source_entity_table       = $this->schema_config['source']['entity']['table_name'];
		$source_meta_rel_id_column = "`$source_entity_table`.`{$this->schema_config['source']['entity']['meta_rel_column']}`";
		$source_primary_key_column = "`$source_entity_table`.`{$this->schema_config['source']['entity']['primary_key']}`";

		$where_clause = "$source_primary_key_column IN (" . implode( ',', array_fill( 0, count( $entity_ids ), '%d' ) ) . ')';
		$entity_keys  = array();
		foreach ( $this->core_column_mapping as $column_name => $column_schema ) {
			if ( isset( $column_schema['select_clause'] ) ) {
				$select_clause = $column_schema['select_clause'];
				$entity_keys[] = "$select_clause AS $column_name";
			} else {
				$entity_keys[] = "$source_entity_table.$column_name";
			}
		}
		$entity_column_string = implode( ', ', $entity_keys );
		// phpcs:disable WordPress.DB.PreparedSQL.InterpolatedNotPrepared, WordPress.DB.PreparedSQLPlaceholders.UnfinishedPrepare -- $source_meta_rel_id_column, $source_destination_rel_id_column etc is escaped for backticks. $where clause and $order_by should already be escaped.
		$query = $wpdb->prepare(
			"
SELECT
	$source_meta_rel_id_column as entity_meta_rel_id,
    $source_primary_key_column as primary_key_id,
	$entity_column_string
FROM `$source_entity_table`
WHERE $where_clause;
",
			$entity_ids
		);

		// phpcs:enable

		return $query;
	}

	/**
	 * Helper method to build query that will be used to fetch data from source meta table.
	 *
	 * @param array $entity_ids List of IDs to fetch metadata for.
	 *
	 * @return string Query for fetching meta data.
	 */
	private function build_meta_data_query( array $entity_ids ): string {
		global $wpdb;

		$meta_table                = $this->schema_config['source']['meta']['table_name'];
		$meta_keys                 = array_keys( $this->meta_column_mapping );
		$meta_key_column           = $this->schema_config['source']['meta']['meta_key_column'];
		$meta_value_column         = $this->schema_config['source']['meta']['meta_value_column'];
		$meta_table_relational_key = $this->schema_config['source']['meta']['entity_id_column'];

		$meta_column_string = implode( ', ', array_fill( 0, count( $meta_keys ), '%s' ) );
		$entity_id_string   = implode( ', ', array_fill( 0, count( $entity_ids ), '%d' ) );

		// phpcs:disable WordPress.DB.PreparedSQL.InterpolatedNotPrepared, WordPress.DB.PreparedSQLPlaceholders.UnfinishedPrepare -- $meta_table_relational_key, $meta_key_column, $meta_value_column and $meta_table is escaped for backticks. $entity_id_string and $meta_column_string are placeholders.
		$query = $wpdb->prepare(
			"
SELECT `$meta_table_relational_key` as entity_id, `$meta_key_column` as meta_key, `$meta_value_column` as meta_value
FROM `$meta_table`
WHERE
	`$meta_table_relational_key` IN ( $entity_id_string )
	AND `$meta_key_column` IN ( $meta_column_string );
",
			array_merge(
				$entity_ids,
				$meta_keys
			)
		);

		// phpcs:enable

		return $query;
	}

	/**
	 * Helper function to validate and combine data before we try to insert.
	 *
	 * @param array $entity_data Data from source table.
	 * @param array $meta_data Data from meta table.
	 *
	 * @return array[] Validated and combined data with errors.
	 */
	private function process_and_sanitize_data( array $entity_data, array $meta_data ): array {
		$sanitized_entity_data = array();
		$error_records         = array();
		$this->process_and_sanitize_entity_data( $sanitized_entity_data, $error_records, $entity_data );
		$this->processs_and_sanitize_meta_data( $sanitized_entity_data, $error_records, $meta_data );

		return array(
			'data'   => $sanitized_entity_data,
			'errors' => $error_records,
		);
	}

	/**
	 * Helper method to sanitize core source table.
	 *
	 * @param array $sanitized_entity_data Array containing sanitized data for insertion.
	 * @param array $error_records Error records.
	 * @param array $entity_data Original source data.
	 */
	private function process_and_sanitize_entity_data( array &$sanitized_entity_data, array &$error_records, array $entity_data ): void {
		foreach ( $entity_data as $entity ) {
			$row_data = array();
			foreach ( $this->core_column_mapping as $column_name => $schema ) {
				$custom_table_column_name = $schema['destination'] ?? $column_name;
				$value                    = $entity->$column_name;
				$value                    = $this->validate_data( $value, $schema['type'] );
				if ( is_wp_error( $value ) ) {
					$error_records[ $entity->primary_key_id ][ $custom_table_column_name ] = $value->get_error_code();
				} else {
					$row_data[ $custom_table_column_name ] = $value;
				}
			}
			$sanitized_entity_data[ $entity->entity_meta_rel_id ] = $row_data;
		}
	}

	/**
	 * Helper method to sanitize soure meta data.
	 *
	 * @param array $sanitized_entity_data Array containing sanitized data for insertion.
	 * @param array $error_records Error records.
	 * @param array $meta_data Original source data.
	 */
	private function processs_and_sanitize_meta_data( array &$sanitized_entity_data, array &$error_records, array $meta_data ): void {
		foreach ( $meta_data as $datum ) {
			$column_schema = $this->meta_column_mapping[ $datum->meta_key ];
			$value         = $this->validate_data( $datum->meta_value, $column_schema['type'] );
			if ( is_wp_error( $value ) ) {
				$error_records[ $datum->entity_id ][ $column_schema['destination'] ] = "{$value->get_error_code()}: {$value->get_error_message()}";
			} else {
				$sanitized_entity_data[ $datum->entity_id ][ $column_schema['destination'] ] = $value;
			}
		}
	}

	/**
	 * Validate and transform data so that we catch as many errors as possible before inserting.
	 *
	 * @param mixed  $value Actual data value.
	 * @param string $type Type of data, could be decimal, int, date, string.
	 *
	 * @return float|int|mixed|string|\WP_Error
	 */
	private function validate_data( $value, string $type ) {
		switch ( $type ) {
			case 'decimal':
				$value = wc_format_decimal( $value, false, true );
				break;
			case 'int':
				$value = (int) $value;
				break;
			case 'bool':
				$value = wc_string_to_bool( $value );
				break;
			case 'date':
				try {
					if ( '' === $value ) {
						$value = null;
					} else {
						$value = ( new \DateTime( $value ) )->format( 'Y-m-d H:i:s' );
					}
				} catch ( \Exception $e ) {
					return new \WP_Error( $e->getMessage() );
				}
				break;
			case 'date_epoch':
				try {
					if ( '' === $value ) {
						$value = null;
					} else {
						$value = ( new \DateTime( "@$value" ) )->format( 'Y-m-d H:i:s' );
					}
				} catch ( \Exception $e ) {
					return new \WP_Error( $e->getMessage() );
				}
				break;
		}

		return $value;
	}

	/**
	 * Verify whether data was migrated properly for given IDs.
	 *
	 * @param array $source_ids List of source IDs.
	 *
	 * @return array List of IDs along with columns that failed to migrate.
	 */
	public function verify_migrated_data( array $source_ids ) : array {
		global $wpdb;
		$query = $this->build_verification_query( $source_ids );
		// phpcs:ignore WordPress.DB.PreparedSQL.NotPrepared -- $query should already be prepared.
		$results = $wpdb->get_results( $query, ARRAY_A );

		return $this->verify_data( $results );
	}

	/**
	 * Generate query to fetch data from both source and destination tables. Use the results in `verify_data` to verify if data was migrated properly.
	 *
	 * @param array $source_ids Array of IDs in source table.
	 *
	 * @return string SELECT statement.
	 */
	protected function build_verification_query( $source_ids ) {
		$source_table                  = $this->schema_config['source']['entity']['table_name'];
		$meta_table                    = $this->schema_config['source']['meta']['table_name'];
		$destination_table             = $this->schema_config['destination']['table_name'];
		$meta_entity_id_column         = $this->schema_config['source']['meta']['entity_id_column'];
		$meta_key_column               = $this->schema_config['source']['meta']['meta_key_column'];
		$meta_value_column             = $this->schema_config['source']['meta']['meta_value_column'];
		$destination_source_rel_column = $this->schema_config['destination']['source_rel_column'];
		$source_destination_rel_column = $this->schema_config['source']['entity']['destination_rel_column'];
		$source_meta_rel_column        = $this->schema_config['source']['entity']['meta_rel_column'];

		$source_destination_join_clause = "$destination_table ON $destination_table.$destination_source_rel_column = $source_table.$source_destination_rel_column";

		$meta_select_clauses        = array();
		$meta_join_clauses          = array();
		$source_select_clauses      = array();
		$destination_select_clauses = array();

		foreach ( $this->core_column_mapping as $column_name => $schema ) {
			$source_select_column         = isset( $schema['select_clause'] ) ? $schema['select_clause'] : "$source_table.$column_name";
			$source_select_clauses[]      = "$source_select_column as {$source_table}_{$column_name}";
			$destination_select_clauses[] = "$destination_table.{$schema['destination']} as {$destination_table}_{$schema['destination']}";
		}

		foreach ( $this->meta_column_mapping as $meta_key => $schema ) {
			$meta_table_alias             = "meta_source_{$schema['destination']}";
			$meta_select_clauses[]        = "$meta_table_alias.$meta_value_column AS $meta_table_alias";
			$meta_join_clauses[]          = "
$meta_table $meta_table_alias ON
	$meta_table_alias.$meta_entity_id_column = $source_table.$source_meta_rel_column AND
	$meta_table_alias.$meta_key_column = '$meta_key'
";
			$destination_select_clauses[] = "$destination_table.{$schema['destination']} as {$destination_table}_{$schema['destination']}";
		}

		$select_clause = implode( ', ', array_merge( $source_select_clauses, $meta_select_clauses, $destination_select_clauses ) );

		$meta_join_clause = implode( ' LEFT JOIN ', $meta_join_clauses );

		$where_clause = $this->get_where_clause_for_verification( $source_ids );

		return "
SELECT $select_clause
FROM $source_table
    LEFT JOIN $source_destination_join_clause
    LEFT JOIN $meta_join_clause
WHERE $where_clause
";
	}

	/**
	 * Helper function to generate where clause for fetching data for verification.
	 *
	 * @param array $source_ids Array of IDs from source table.
	 *
	 * @return string WHERE clause.
	 */
	protected function get_where_clause_for_verification( $source_ids ) {
		global $wpdb;
		$source_primary_id_column = $this->schema_config['source']['entity']['primary_key'];
		$source_table             = $this->schema_config['source']['entity']['table_name'];
		$source_ids_placeholder   = implode( ', ', array_fill( 0, count( $source_ids ), '%d' ) );

		return $wpdb->prepare(
			// phpcs:ignore WordPress.DB.PreparedSQL.InterpolatedNotPrepared, WordPress.DB.PreparedSQLPlaceholders.UnfinishedPrepare
			"$source_table.$source_primary_id_column IN ($source_ids_placeholder)",
			$source_ids
		);
	}

	/**
	 * Verify data from both source and destination tables and check if they were migrated properly.
	 *
	 * @param array $collected_data Collected data in array format, should be in same structure as returned from query in `$this->build_verification_query`.
	 *
	 * @return array Array of failed IDs if any, along with columns/meta_key names.
	 */
	protected function verify_data( $collected_data ) {
		$failed_ids = array();
		foreach ( $collected_data as $row ) {
			$failed_ids = $this->verify_entity_columns( $row, $failed_ids );
			$failed_ids = $this->verify_meta_columns( $row, $failed_ids );
		}

		return $failed_ids;
	}

	/**
	 * Helper method to verify and compare core columns.
	 *
	 * @param array $row        Both migrated and source data for a single row.
	 * @param array $failed_ids Array of failed IDs.
	 *
	 * @return array Array of failed IDs if any, along with columns/meta_key names.
	 */
	private function verify_entity_columns( $row, $failed_ids ) {
		$primary_key_column = "{$this->schema_config['source']['entity']['table_name']}_{$this->schema_config['source']['entity']['primary_key']}";
		foreach ( $this->core_column_mapping as $column_name => $schema ) {
			$source_alias      = "{$this->schema_config['source']['entity']['table_name']}_$column_name";
			$destination_alias = "{$this->schema_config['destination']['table_name']}_{$schema['destination']}";
			$row               = $this->pre_process_row( $row, $schema, $source_alias, $destination_alias );
			if ( $row[ $source_alias ] !== $row[ $destination_alias ] ) {
				if ( ! isset( $failed_ids[ $row[ $primary_key_column ] ] ) ) {
					$failed_ids[ $row[ $primary_key_column ] ] = array();
				}
				$failed_ids[ $row[ $primary_key_column ] ][] = array(
					'column'         => $column_name,
					'original_value' => $row[ $source_alias ],
					'new_value'      => $row[ $destination_alias ],
				);
			}
		}

		return $failed_ids;
	}

	/**
	 * Helper method to verify meta columns.
	 *
	 * @param array $row        Both migrated and source data for a single row.
	 * @param array $failed_ids Array of failed IDs.
	 *
	 * @return array Array of failed IDs if any, along with columns/meta_key names.
	 */
	private function verify_meta_columns( $row, $failed_ids ) {
		$primary_key_column = "{$this->schema_config['source']['entity']['table_name']}_{$this->schema_config['source']['entity']['primary_key']}";
		foreach ( $this->meta_column_mapping as $meta_key => $schema ) {
			$meta_alias        = "meta_source_{$schema['destination']}";
			$destination_alias = "{$this->schema_config['destination']['table_name']}_{$schema['destination']}";
			$row               = $this->pre_process_row( $row, $schema, $meta_alias, $destination_alias );
			if ( $row[ $meta_alias ] !== $row[ $destination_alias ] ) {
				if ( ! isset( $failed_ids[ $row[ $primary_key_column ] ] ) ) {
					$failed_ids[ $row[ $primary_key_column ] ] = array();
				}
				$failed_ids[ $row[ $primary_key_column ] ][] = array(
					'column'         => $meta_key,
					'original_value' => $row[ $meta_alias ],
					'new_value'      => $row[ $destination_alias ],
				);
			}
		}

		return $failed_ids;
	}

	/**
	 * Helper method to pre-process rows to make sure we parse the correct type.
	 *
	 * @param array  $row Both migrated and source data for a single row.
	 * @param array  $schema Column schema.
	 * @param string $alias Name of source column.
	 * @param string $destination_alias Name of destination column.
	 *
	 * @return array Processed row.
	 */
	private function pre_process_row( $row, $schema, $alias, $destination_alias ) {
		if ( in_array( $schema['type'], array( 'int', 'decimal' ), true ) ) {
			if ( '' === $row[ $alias ] || null === $row[ $alias ] ) {
				$row[ $alias ] = 0; // $wpdb->prepare forces empty values to 0.
			}
			$row[ $alias ]             = wc_format_decimal( $row[ $alias ], false, true );
			$row[ $destination_alias ] = wc_format_decimal( $row[ $destination_alias ], false, true );
		}
		if ( 'bool' === $schema['type'] ) {
			$row[ $alias ]             = wc_string_to_bool( $row[ $alias ] );
			$row[ $destination_alias ] = wc_string_to_bool( $row[ $destination_alias ] );
		}
		if ( 'date_epoch' === $schema['type'] ) {
			if ( '' === $row[ $alias ] || null === $row[ $alias ] ) {
				$row[ $alias ] = null;
			} else {
				$row[ $alias ] = ( new \DateTime( "@{$row[ $alias ]}" ) )->format( 'Y-m-d H:i:s' );
			}
			if ( '0000-00-00 00:00:00' === $row[ $destination_alias ] ) {
				$row[ $destination_alias ] = null;
			}
		}
		if ( is_null( $row[ $alias ] ) ) {
			$row[ $alias ] = $this->get_type_defaults( $schema['type'] );
		}

		return $row;
	}

	/**
	 * Helper method to get default value of a type.
	 *
	 * @param string $type Type.
	 *
	 * @return mixed Default value.
	 */
	private function get_type_defaults( $type ) {
		switch ( $type ) {
			case 'float':
			case 'int':
				return 0;
			case 'string':
				return '';
		}
	}
}