added java caching and optimized controller queries

This commit is contained in:
2025-12-02 17:46:51 -05:00
parent 009e512a66
commit 7e1b33efdf
6 changed files with 133 additions and 69 deletions

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@@ -1,5 +1,5 @@
# Ballistic Backend # Ballistic Builder ( The Armory?) Backend
### Internal Engine for the Builder Ecosystem ### Internal Engine for the Shadow System Armory?
The Ballistic Backend is the operational backbone behind the Shadown System Armory and its admin tools. It ingests merchant feeds, normalizes product data, manages categories, synchronizes prices, and powers the compatibility, pricing, and product logic behind the consumer-facing Builder. The Ballistic Backend is the operational backbone behind the Shadown System Armory and its admin tools. It ingests merchant feeds, normalizes product data, manages categories, synchronizes prices, and powers the compatibility, pricing, and product logic behind the consumer-facing Builder.

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@@ -5,8 +5,10 @@ import org.springframework.boot.autoconfigure.SpringBootApplication;
import org.springframework.boot.autoconfigure.domain.EntityScan; import org.springframework.boot.autoconfigure.domain.EntityScan;
import org.springframework.context.annotation.ComponentScan; import org.springframework.context.annotation.ComponentScan;
import org.springframework.data.jpa.repository.config.EnableJpaRepositories; import org.springframework.data.jpa.repository.config.EnableJpaRepositories;
import org.springframework.cache.annotation.EnableCaching;
@SpringBootApplication @SpringBootApplication
@EnableCaching
@ComponentScan("group.goforward.ballistic.controllers") @ComponentScan("group.goforward.ballistic.controllers")
@ComponentScan("group.goforward.ballistic.repos") @ComponentScan("group.goforward.ballistic.repos")
@ComponentScan("group.goforward.ballistic.services") @ComponentScan("group.goforward.ballistic.services")

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@@ -0,0 +1,16 @@
package group.goforward.ballistic.configuration;
import org.springframework.cache.CacheManager;
import org.springframework.cache.concurrent.ConcurrentMapCacheManager;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
@Configuration
public class CacheConfig {
@Bean
public CacheManager cacheManager() {
// Simple in-memory cache for dev/local
return new ConcurrentMapCacheManager("gunbuilderProducts");
}
}

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@@ -7,6 +7,7 @@ import group.goforward.ballistic.web.dto.ProductOfferDto;
import group.goforward.ballistic.repos.ProductRepository; import group.goforward.ballistic.repos.ProductRepository;
import group.goforward.ballistic.web.dto.ProductSummaryDto; import group.goforward.ballistic.web.dto.ProductSummaryDto;
import group.goforward.ballistic.web.mapper.ProductMapper; import group.goforward.ballistic.web.mapper.ProductMapper;
import org.springframework.cache.annotation.Cacheable;
import org.springframework.web.bind.annotation.*; import org.springframework.web.bind.annotation.*;
import java.math.BigDecimal; import java.math.BigDecimal;
@@ -30,35 +31,54 @@ public class ProductController {
} }
@GetMapping("/gunbuilder") @GetMapping("/gunbuilder")
@Cacheable(
value = "gunbuilderProducts",
key = "#platform + '::' + (#partRoles == null ? 'ALL' : #partRoles.toString())"
)
public List<ProductSummaryDto> getGunbuilderProducts( public List<ProductSummaryDto> getGunbuilderProducts(
@RequestParam(defaultValue = "AR-15") String platform, @RequestParam(defaultValue = "AR-15") String platform,
@RequestParam(required = false, name = "partRoles") List<String> partRoles @RequestParam(required = false, name = "partRoles") List<String> partRoles
) { ) {
// 1) Load products long started = System.currentTimeMillis();
System.out.println("getGunbuilderProducts: start, platform=" + platform +
", partRoles=" + (partRoles == null ? "null" : partRoles));
// 1) Load products (with brand pre-fetched)
long tProductsStart = System.currentTimeMillis();
List<Product> products; List<Product> products;
if (partRoles == null || partRoles.isEmpty()) { if (partRoles == null || partRoles.isEmpty()) {
products = productRepository.findByPlatform(platform); products = productRepository.findByPlatformWithBrand(platform);
} else { } else {
products = productRepository.findByPlatformAndPartRoleIn(platform, partRoles); products = productRepository.findByPlatformAndPartRoleInWithBrand(platform, partRoles);
} }
long tProductsEnd = System.currentTimeMillis();
System.out.println("getGunbuilderProducts: loaded products: " +
products.size() + " in " + (tProductsEnd - tProductsStart) + " ms");
if (products.isEmpty()) { if (products.isEmpty()) {
long took = System.currentTimeMillis() - started;
System.out.println("getGunbuilderProducts: 0 products in " + took + " ms");
return List.of(); return List.of();
} }
// 2) Load offers for these product IDs (Integer IDs) // 2) Load offers for these product IDs
long tOffersStart = System.currentTimeMillis();
List<Integer> productIds = products.stream() List<Integer> productIds = products.stream()
.map(Product::getId) .map(Product::getId)
.toList(); .toList();
List<ProductOffer> allOffers = List<ProductOffer> allOffers =
productOfferRepository.findByProductIdIn(productIds); productOfferRepository.findByProductIdIn(productIds);
long tOffersEnd = System.currentTimeMillis();
System.out.println("getGunbuilderProducts: loaded offers: " +
allOffers.size() + " in " + (tOffersEnd - tOffersStart) + " ms");
Map<Integer, List<ProductOffer>> offersByProductId = allOffers.stream() Map<Integer, List<ProductOffer>> offersByProductId = allOffers.stream()
.collect(Collectors.groupingBy(o -> o.getProduct().getId())); .collect(Collectors.groupingBy(o -> o.getProduct().getId()));
// 3) Map to DTOs with price and buyUrl // 3) Map to DTOs with price and buyUrl
return products.stream() long tMapStart = System.currentTimeMillis();
List<ProductSummaryDto> result = products.stream()
.map(p -> { .map(p -> {
List<ProductOffer> offersForProduct = List<ProductOffer> offersForProduct =
offersByProductId.getOrDefault(p.getId(), Collections.emptyList()); offersByProductId.getOrDefault(p.getId(), Collections.emptyList());
@@ -71,25 +91,36 @@ public class ProductController {
return ProductMapper.toSummary(p, price, buyUrl); return ProductMapper.toSummary(p, price, buyUrl);
}) })
.toList(); .toList();
long tMapEnd = System.currentTimeMillis();
long took = System.currentTimeMillis() - started;
System.out.println("getGunbuilderProducts: mapping to DTOs took " +
(tMapEnd - tMapStart) + " ms");
System.out.println("getGunbuilderProducts: TOTAL " + took + " ms (" +
"products=" + (tProductsEnd - tProductsStart) + " ms, " +
"offers=" + (tOffersEnd - tOffersStart) + " ms, " +
"map=" + (tMapEnd - tMapStart) + " ms)");
return result;
} }
@GetMapping("/{id}/offers") @GetMapping("/{id}/offers")
public List<ProductOfferDto> getOffersForProduct(@PathVariable("id") Integer productId) { public List<ProductOfferDto> getOffersForProduct(@PathVariable("id") Integer productId) {
List<ProductOffer> offers = productOfferRepository.findByProductId(productId); List<ProductOffer> offers = productOfferRepository.findByProductId(productId);
return offers.stream() return offers.stream()
.map(offer -> { .map(offer -> {
ProductOfferDto dto = new ProductOfferDto(); ProductOfferDto dto = new ProductOfferDto();
dto.setId(offer.getId().toString()); dto.setId(offer.getId().toString());
dto.setMerchantName(offer.getMerchant().getName()); dto.setMerchantName(offer.getMerchant().getName());
dto.setPrice(offer.getEffectivePrice()); dto.setPrice(offer.getEffectivePrice());
dto.setOriginalPrice(offer.getOriginalPrice()); dto.setOriginalPrice(offer.getOriginalPrice());
dto.setInStock(Boolean.TRUE.equals(offer.getInStock())); dto.setInStock(Boolean.TRUE.equals(offer.getInStock()));
dto.setBuyUrl(offer.getBuyUrl()); dto.setBuyUrl(offer.getBuyUrl());
dto.setLastUpdated(offer.getLastSeenAt()); dto.setLastUpdated(offer.getLastSeenAt());
return dto; return dto;
}) })
.toList(); .toList();
} }
private ProductOffer pickBestOffer(List<ProductOffer> offers) { private ProductOffer pickBestOffer(List<ProductOffer> offers) {

View File

@@ -3,6 +3,8 @@ package group.goforward.ballistic.repos;
import group.goforward.ballistic.model.Product; import group.goforward.ballistic.model.Product;
import group.goforward.ballistic.model.Brand; import group.goforward.ballistic.model.Brand;
import org.springframework.data.jpa.repository.JpaRepository; import org.springframework.data.jpa.repository.JpaRepository;
import org.springframework.data.jpa.repository.Query;
import org.springframework.data.repository.query.Param;
import java.util.Optional; import java.util.Optional;
import java.util.UUID; import java.util.UUID;
@@ -24,4 +26,28 @@ public interface ProductRepository extends JpaRepository<Product, Integer> {
// Products filtered by platform + part roles (e.g. upper-receiver, barrel, etc.) // Products filtered by platform + part roles (e.g. upper-receiver, barrel, etc.)
List<Product> findByPlatformAndPartRoleIn(String platform, Collection<String> partRoles); List<Product> findByPlatformAndPartRoleIn(String platform, Collection<String> partRoles);
// ---------- Optimized variants for Gunbuilder (fetch brand to avoid N+1) ----------
@Query("""
SELECT p
FROM Product p
JOIN FETCH p.brand b
WHERE p.platform = :platform
AND p.deletedAt IS NULL
""")
List<Product> findByPlatformWithBrand(@Param("platform") String platform);
@Query("""
SELECT p
FROM Product p
JOIN FETCH p.brand b
WHERE p.platform = :platform
AND p.partRole IN :partRoles
AND p.deletedAt IS NULL
""")
List<Product> findByPlatformAndPartRoleInWithBrand(
@Param("platform") String platform,
@Param("partRoles") Collection<String> partRoles
);
} }

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@@ -11,12 +11,15 @@ import java.io.BufferedReader;
import java.io.InputStreamReader; import java.io.InputStreamReader;
import java.net.URL; import java.net.URL;
import java.nio.charset.StandardCharsets; import java.nio.charset.StandardCharsets;
import org.springframework.cache.annotation.CacheEvict;
import group.goforward.ballistic.imports.MerchantFeedRow; import group.goforward.ballistic.imports.MerchantFeedRow;
import group.goforward.ballistic.services.MerchantFeedImportService; import group.goforward.ballistic.services.MerchantFeedImportService;
import org.apache.commons.csv.CSVFormat; import org.apache.commons.csv.CSVFormat;
import org.apache.commons.csv.CSVParser; import org.apache.commons.csv.CSVParser;
import org.apache.commons.csv.CSVRecord; import org.apache.commons.csv.CSVRecord;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import group.goforward.ballistic.model.Brand; import group.goforward.ballistic.model.Brand;
import group.goforward.ballistic.model.Merchant; import group.goforward.ballistic.model.Merchant;
@@ -36,6 +39,7 @@ import java.time.OffsetDateTime;
@Service @Service
@Transactional @Transactional
public class MerchantFeedImportServiceImpl implements MerchantFeedImportService { public class MerchantFeedImportServiceImpl implements MerchantFeedImportService {
private static final Logger log = LoggerFactory.getLogger(MerchantFeedImportServiceImpl.class);
private final MerchantRepository merchantRepository; private final MerchantRepository merchantRepository;
private final BrandRepository brandRepository; private final BrandRepository brandRepository;
@@ -56,27 +60,22 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
} }
@Override @Override
@CacheEvict(value = "gunbuilderProducts", allEntries = true)
public void importMerchantFeed(Integer merchantId) { public void importMerchantFeed(Integer merchantId) {
System.out.println("IMPORT >>> importMerchantFeed(" + merchantId + ")"); log.info("Starting full import for merchantId={}", merchantId);
Merchant merchant = merchantRepository.findById(merchantId) Merchant merchant = merchantRepository.findById(merchantId)
.orElseThrow(() -> new IllegalArgumentException("Merchant not found: " + merchantId)); .orElseThrow(() -> new IllegalArgumentException("Merchant not found: " + merchantId));
// Read all rows from the merchant feed // Read all rows from the merchant feed
List<MerchantFeedRow> rows = readFeedRowsForMerchant(merchant); List<MerchantFeedRow> rows = readFeedRowsForMerchant(merchant);
System.out.println("IMPORT >>> read " + rows.size() + " rows for merchant=" + merchant.getName()); log.info("Read {} feed rows for merchant={}", rows.size(), merchant.getName());
for (MerchantFeedRow row : rows) { for (MerchantFeedRow row : rows) {
// Resolve brand from the row (fallback to "Aero Precision" or whatever you want as default)
Brand brand = resolveBrand(row); Brand brand = resolveBrand(row);
Product p = upsertProduct(merchant, brand, row); Product p = upsertProduct(merchant, brand, row);
log.debug("Upserted product id={}, name={}, slug={}, platform={}, partRole={}, merchant={}",
System.out.println("IMPORT >>> upserted product id=" + p.getId() p.getId(), p.getName(), p.getSlug(), p.getPlatform(), p.getPartRole(), merchant.getName());
+ ", name=" + p.getName()
+ ", slug=" + p.getSlug()
+ ", platform=" + p.getPlatform()
+ ", partRole=" + p.getPartRole()
+ ", merchant=" + merchant.getName());
} }
} }
@@ -85,9 +84,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
// --------------------------------------------------------------------- // ---------------------------------------------------------------------
private Product upsertProduct(Merchant merchant, Brand brand, MerchantFeedRow row) { private Product upsertProduct(Merchant merchant, Brand brand, MerchantFeedRow row) {
System.out.println("IMPORT >>> upsertProduct brand=" + brand.getName() log.debug("Upserting product for brand={}, sku={}, name={}", brand.getName(), row.sku(), row.productName());
+ ", sku=" + row.sku()
+ ", productName=" + row.productName());
String mpn = trimOrNull(row.manufacturerId()); String mpn = trimOrNull(row.manufacturerId());
String upc = trimOrNull(row.sku()); // placeholder until real UPC field String upc = trimOrNull(row.sku()); // placeholder until real UPC field
@@ -109,9 +106,8 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
p.setBrand(brand); p.setBrand(brand);
} else { } else {
if (candidates.size() > 1) { if (candidates.size() > 1) {
System.out.println("IMPORT !!! WARNING: multiple existing products found for brand=" log.warn("Multiple existing products found for brand={}, mpn={}, upc={}. Using first match id={}",
+ brand.getName() + ", mpn=" + mpn + ", upc=" + upc brand.getName(), mpn, upc, candidates.get(0).getId());
+ ". Using the first match (id=" + candidates.get(0).getId() + ")");
} }
p = candidates.get(0); p = candidates.get(0);
} }
@@ -127,10 +123,10 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
return saved; return saved;
} }
private List<Map<String, String>> fetchFeedRows(String feedUrl) { private List<Map<String, String>> fetchFeedRows(String feedUrl) {
System.out.println("OFFERS >>> reading offer feed from: " + feedUrl); log.info("Reading offer feed from {}", feedUrl);
List<Map<String, String>> rows = new ArrayList<>(); List<Map<String, String>> rows = new ArrayList<>();
try (Reader reader = (feedUrl.startsWith("http://") || feedUrl.startsWith("https://")) try (Reader reader = (feedUrl.startsWith("http://") || feedUrl.startsWith("https://"))
? new InputStreamReader(new URL(feedUrl).openStream(), StandardCharsets.UTF_8) ? new InputStreamReader(new URL(feedUrl).openStream(), StandardCharsets.UTF_8)
: java.nio.file.Files.newBufferedReader(java.nio.file.Paths.get(feedUrl), StandardCharsets.UTF_8); : java.nio.file.Files.newBufferedReader(java.nio.file.Paths.get(feedUrl), StandardCharsets.UTF_8);
@@ -139,10 +135,10 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
.withIgnoreSurroundingSpaces() .withIgnoreSurroundingSpaces()
.withTrim() .withTrim()
.parse(reader)) { .parse(reader)) {
// capture header names from the CSV // capture header names from the CSV
List<String> headers = new ArrayList<>(parser.getHeaderMap().keySet()); List<String> headers = new ArrayList<>(parser.getHeaderMap().keySet());
for (CSVRecord rec : parser) { for (CSVRecord rec : parser) {
Map<String, String> row = new HashMap<>(); Map<String, String> row = new HashMap<>();
for (String header : headers) { for (String header : headers) {
@@ -153,8 +149,8 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
} catch (Exception ex) { } catch (Exception ex) {
throw new RuntimeException("Failed to read offer feed from " + feedUrl, ex); throw new RuntimeException("Failed to read offer feed from " + feedUrl, ex);
} }
System.out.println("OFFERS >>> parsed " + rows.size() + " offer rows"); log.info("Parsed {} offer rows from offer feed {}", rows.size(), feedUrl);
return rows; return rows;
} }
@@ -255,7 +251,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
String avantlinkProductId = trimOrNull(row.sku()); String avantlinkProductId = trimOrNull(row.sku());
if (avantlinkProductId == null) { if (avantlinkProductId == null) {
// If there's truly no SKU, bail out we can't match this offer reliably. // If there's truly no SKU, bail out we can't match this offer reliably.
System.out.println("IMPORT !!! skipping offer: no SKU for product id=" + product.getId()); log.debug("Skipping offer row with no SKU for product id={}", product.getId());
return; return;
} }
@@ -358,11 +354,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
Map<String, Integer> headerMap = parser.getHeaderMap(); Map<String, Integer> headerMap = parser.getHeaderMap();
if (headerMap != null && headerMap.keySet().containsAll(requiredHeaders)) { if (headerMap != null && headerMap.keySet().containsAll(requiredHeaders)) {
System.out.println( log.info("Detected delimiter '{}' for feed {}", (delimiter == '\t' ? "\\t" : String.valueOf(delimiter)), feedUrl);
"IMPORT >>> detected delimiter '" +
(delimiter == '\t' ? "\\t" : String.valueOf(delimiter)) +
"' for feed: " + feedUrl
);
return CSVFormat.DEFAULT.builder() return CSVFormat.DEFAULT.builder()
.setDelimiter(delimiter) .setDelimiter(delimiter)
@@ -372,16 +364,11 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
.setTrim(true) .setTrim(true)
.build(); .build();
} else if (headerMap != null) { } else if (headerMap != null) {
System.out.println( log.debug("Delimiter '{}' produced headers {} for feed {}", (delimiter == '\t' ? "\\t" : String.valueOf(delimiter)), headerMap.keySet(), feedUrl);
"IMPORT !!! delimiter '" +
(delimiter == '\t' ? "\\t" : String.valueOf(delimiter)) +
"' produced headers: " + headerMap.keySet()
);
} }
} catch (Exception ex) { } catch (Exception ex) {
lastException = ex; lastException = ex;
System.out.println("IMPORT !!! error probing delimiter '" + delimiter + log.warn("Error probing delimiter '{}' for {}: {}", delimiter, feedUrl, ex.getMessage());
"' for " + feedUrl + ": " + ex.getMessage());
} }
} }
@@ -398,7 +385,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
} }
String feedUrl = rawFeedUrl.trim(); String feedUrl = rawFeedUrl.trim();
System.out.println("IMPORT >>> reading feed for merchant=" + merchant.getName() + " from: " + feedUrl); log.info("Reading product feed for merchant={} from {}", merchant.getName(), feedUrl);
List<MerchantFeedRow> rows = new ArrayList<>(); List<MerchantFeedRow> rows = new ArrayList<>();
@@ -409,7 +396,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
try (Reader reader = openFeedReader(feedUrl); try (Reader reader = openFeedReader(feedUrl);
CSVParser parser = new CSVParser(reader, format)) { CSVParser parser = new CSVParser(reader, format)) {
System.out.println("IMPORT >>> detected headers: " + parser.getHeaderMap().keySet()); log.debug("Detected feed headers for merchant {}: {}", merchant.getName(), parser.getHeaderMap().keySet());
for (CSVRecord rec : parser) { for (CSVRecord rec : parser) {
MerchantFeedRow row = new MerchantFeedRow( MerchantFeedRow row = new MerchantFeedRow(
@@ -447,7 +434,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
+ merchant.getName() + " from " + feedUrl, ex); + merchant.getName() + " from " + feedUrl, ex);
} }
System.out.println("IMPORT >>> parsed " + rows.size() + " rows for merchant=" + merchant.getName()); log.info("Parsed {} product rows for merchant={}", rows.size(), merchant.getName());
return rows; return rows;
} }
@@ -474,7 +461,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
try { try {
return new BigDecimal(trimmed); return new BigDecimal(trimmed);
} catch (NumberFormatException ex) { } catch (NumberFormatException ex) {
System.out.println("IMPORT !!! bad BigDecimal value: '" + raw + "', skipping"); log.debug("Skipping invalid numeric value '{}'", raw);
return null; return null;
} }
} }
@@ -495,8 +482,7 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
try { try {
return rec.get(header); return rec.get(header);
} catch (IllegalArgumentException ex) { } catch (IllegalArgumentException ex) {
System.out.println("IMPORT !!! short record #" + rec.getRecordNumber() log.debug("Short CSV record #{} missing column '{}', treating as null", rec.getRecordNumber(), header);
+ " missing column '" + header + "', treating as null");
return null; return null;
} }
} }
@@ -593,32 +579,35 @@ public class MerchantFeedImportServiceImpl implements MerchantFeedImportService
return "unknown"; return "unknown";
} }
@CacheEvict(value = "gunbuilderProducts", allEntries = true)
public void syncOffersOnly(Integer merchantId) { public void syncOffersOnly(Integer merchantId) {
log.info("Starting offers-only sync for merchantId={}", merchantId);
Merchant merchant = merchantRepository.findById(merchantId) Merchant merchant = merchantRepository.findById(merchantId)
.orElseThrow(() -> new RuntimeException("Merchant not found")); .orElseThrow(() -> new RuntimeException("Merchant not found"));
if (Boolean.FALSE.equals(merchant.getIsActive())) { if (Boolean.FALSE.equals(merchant.getIsActive())) {
return; return;
} }
// Use offerFeedUrl if present, else fall back to feedUrl
String feedUrl = merchant.getOfferFeedUrl() != null String feedUrl = merchant.getOfferFeedUrl() != null
? merchant.getOfferFeedUrl() ? merchant.getOfferFeedUrl()
: merchant.getFeedUrl(); : merchant.getFeedUrl();
if (feedUrl == null) { if (feedUrl == null) {
throw new RuntimeException("No offer feed URL configured for merchant " + merchantId); throw new RuntimeException("No offer feed URL configured for merchant " + merchantId);
} }
List<Map<String, String>> rows = fetchFeedRows(feedUrl); List<Map<String, String>> rows = fetchFeedRows(feedUrl);
for (Map<String, String> row : rows) { for (Map<String, String> row : rows) {
upsertOfferOnlyFromRow(merchant, row); upsertOfferOnlyFromRow(merchant, row);
} }
merchant.setLastOfferSyncAt(OffsetDateTime.now()); merchant.setLastOfferSyncAt(OffsetDateTime.now());
merchantRepository.save(merchant); merchantRepository.save(merchant);
log.info("Completed offers-only sync for merchantId={} ({} rows processed)", merchantId, rows.size());
} }
private void upsertOfferOnlyFromRow(Merchant merchant, Map<String, String> row) { private void upsertOfferOnlyFromRow(Merchant merchant, Map<String, String> row) {
// For the offer-only sync, we key offers by the same identifier we used when creating them. // For the offer-only sync, we key offers by the same identifier we used when creating them.
// In the current AvantLink-style feed, that is the SKU column. // In the current AvantLink-style feed, that is the SKU column.