Pemulihan Keranjang Ditinggalkan
Pulihkan penjualan yang hilang dengan rangkaian email multi-langkah yang cerdas. Skill ini memantau keranjang yang ditinggalkan dan secara otomatis mengirimkan email pemulihan yang dipersonalisasi untuk membawa pelanggan kembali.
Ikhtisar
| Properti | Nilai |
|---|---|
| Kategori | Email Marketing |
| Status | Stabil |
| Versi | 3.0 |
| Pemicu | cart_abandoned, cart_recovered |
| Rata-rata tingkat pemulihan | 10-15% |
Cara kerjanya
graph TD A[Customer adds to cart] -->|Leaves site| B{Cart abandoned?} B -->|No checkout in 30min| C[Trigger: cart_abandoned] C --> D[Wait 1 hour] D --> E{Purchased?} E -->|No| F[Send Email #1] F --> G[Wait 24 hours] G --> H{Purchased?} H -->|No| I[Send Email #2 + Discount] I --> J[Wait 48 hours] J --> K{Purchased?} K -->|No| L[Send Email #3 - Final] E -->|Yes| M[Stop sequence] H -->|Yes| M K -->|Yes| M L --> N[Mark as lost]Konfigurasi
Penyiapan dasar
skills: abandoned-cart: enabled: true
# Cart abandonment detection detection: inactivity_threshold: 30m # Minutes before cart is abandoned min_cart_value: 25 # Minimum cart value to trigger exclude_logged_out: false # Include guest carts
# Email sequence sequence: - delay: 1h template_id: 101 subject: "Forgot something?"
- delay: 24h template_id: 102 subject: "Your cart is waiting" include_discount: true discount_percent: 10
- delay: 48h template_id: 103 subject: "Last chance - items selling fast" include_discount: true discount_percent: 15 discount_expiry: 24h
# Stop conditions stop_on: - cart_recovered - order_placed - unsubscribeKonfigurasi lanjutan
skills: abandoned-cart: # Segment-specific timing timing: vip_customers: first_email: 30m discount_threshold: 0 # Always include discount new_customers: first_email: 2h discount_threshold: 50 # Discount only if cart > $50 repeat_customers: first_email: 1h discount_threshold: 100
# A/B testing ab_testing: enabled: true variants: - name: "urgency" subject: "Items in your cart are selling fast!" weight: 50 - name: "friendly" subject: "Did you forget something?" weight: 50
# Exclusions exclude: - email_domain: ["temp-mail.com", "disposable.com"] - customer_tag: ["wholesale", "staff"] - product_category: ["gift-cards"]Pemicu
cart_abandoned
Terpicu ketika sebuah keranjang tidak aktif selama ambang batas yang dikonfigurasi.
Data Event
| Parameter | Type | Description |
|---|---|---|
cart_id required | string | Identifier keranjang yang unik |
customer_email required | string | Alamat email pelanggan |
items required | array | Array item keranjang berisi name, price, quantity, image_url |
total required | number | Nilai total keranjang |
currency optional | string | Kode mata uang (misalnya USD, EUR) |
recovery_url required | string | URL untuk memulihkan keranjang |
abandoned_at required | datetime | Kapan keranjang ditinggalkan |
Contoh payload:
{ "event": "cart_abandoned", "timestamp": "2024-01-15T14:30:00Z", "data": { "cart_id": "cart_abc123", "items": [ { "id": "prod_123", "name": "Premium Headphones", "price": 199.99, "quantity": 1, "image_url": "https://cdn.example.com/headphones.jpg", "variant": "Black" }, { "id": "prod_456", "name": "Phone Case", "price": 29.99, "quantity": 2, "image_url": "https://cdn.example.com/case.jpg" } ], "subtotal": 259.97, "shipping": 0, "tax": 20.80, "total": 280.77, "currency": "USD", "recovery_url": "https://store.example.com/cart/recover/abc123", "abandoned_at": "2024-01-15T14:00:00Z" }}cart_recovered
Terpicu ketika pelanggan kembali dan menyelesaikan checkout.
{ "event": "cart_recovered", "timestamp": "2024-01-15T16:45:00Z", "data": { "cart_id": "cart_abc123", "order_id": "order_789", "recovered_via": "email_1", // Which email triggered recovery "time_to_recover": "2h15m" }}Template email
Variabel template
Gunakan variabel berikut di template email Brevo Anda:
| Variabel | Deskripsi | Contoh |
|---|---|---|
params.FIRSTNAME | Nama depan pelanggan | Jane |
params.CART_URL | URL pemulihan keranjang | https://… |
params.CART_TOTAL | Total keranjang yang sudah diformat | $280.77 |
params.ITEM_COUNT | Jumlah item | 3 |
params.ITEMS | Array JSON berisi item | […] |
params.DISCOUNT_CODE | Kode diskon yang dihasilkan | SAVE10-ABC |
params.DISCOUNT_PERCENT | Persentase diskon | 10 |
params.EXPIRY_DATE | Tanggal kedaluwarsa diskon | Jan 17, 2024 |
Rangkaian email yang direkomendasikan
Email 1 (1 jam): Pengingat halus
- Subjek: “Ada yang tertinggal, {{ params.FIRSTNAME }}?”
- Fokus: Ingatkan kembali isi keranjang
- Belum ada diskon
Email 2 (24 jam): Tambahkan urgensi + insentif
- Subjek: “Keranjang Anda menunggu + diskon 10%”
- Fokus: Diskon berbatas waktu
- Sertakan kode diskon
Email 3 (48 jam): Dorongan terakhir
- Subjek: “Kesempatan terakhir, diskon 15% segera berakhir”
- Fokus: Kelangkaan + diskon yang lebih besar
- Diskon kedaluwarsa dalam 24 jam
Contoh kode
Aktifkan skill keranjang ditinggalkan
import { TajoClient } from '@tajo/sdk';
const tajo = new TajoClient({ apiKey: process.env.TAJO_API_KEY, brevoApiKey: process.env.BREVO_API_KEY});
await tajo.skills.enable('abandoned-cart', { detection: { inactivityThreshold: '30m', minCartValue: 25 }, sequence: [ { delay: '1h', templateId: 101 }, { delay: '24h', templateId: 102, discountPercent: 10 }, { delay: '48h', templateId: 103, discountPercent: 15 } ]});Lacak keranjang yang ditinggalkan
// Call this when cart activity is detectedawait tajo.events.track('cart_updated', { cartId: 'cart_abc123', items: cartItems, total: 280.77});
// Call this when customer leaves without checkout// (typically from a beforeunload event or session timeout)await tajo.events.track('cart_abandoned', { cartId: 'cart_abc123', items: cartItems, total: 280.77, recoveryUrl: 'https://store.example.com/cart/recover/abc123'});Hasilkan kode diskon
// Generate a unique discount codeconst discount = await tajo.discounts.create({ type: 'percentage', value: 10, expiresIn: '7d', usageLimit: 1, prefix: 'SAVE10'});
// discount.code => "SAVE10-ABC123"Analitik
Lacak performa pemulihan keranjang yang ditinggalkan:
| Metrik | Deskripsi |
|---|---|
| Abandonment Rate | % keranjang yang ditinggalkan |
| Recovery Rate | % keranjang ditinggalkan yang berhasil dipulihkan |
| Revenue Recovered | Total pendapatan dari keranjang yang dipulihkan |
| Email Open Rate | % email pemulihan yang dibuka |
| Email CTR | Click-through rate pada email pemulihan |
| Time to Recovery | Rata-rata waktu dari ditinggalkan hingga pembelian |
const stats = await tajo.skills.getStats('abandoned-cart', { period: '30d'});
console.log(stats);// {// abandonmentRate: 68.5,// recoveryRate: 12.3,// revenueRecovered: 15420.50,// emailsSent: 2340,// emailOpenRate: 45.2,// emailCtr: 8.7,// avgTimeToRecovery: '4h32m'// }Praktik terbaik
Waktu sangat menentukan
Kirim email pertama dalam 1-2 jam setelah keranjang ditinggalkan. Tingkat pemulihan turun drastis setelah 24 jam.
- Personalisasi baris subjek - Gunakan nama pelanggan dan isi keranjangnya
- Tampilkan isi keranjang - Sertakan gambar produk di dalam email
- Bangun urgensi - Sebutkan stok menipis atau diskon berbatas waktu
- Permudah pemulihan - Tautan pemulihan keranjang sekali klik
- Uji rangkaian Anda - Uji A/B waktu kirim, baris subjek, dan diskon
- Hormati unsubscribe - Hentikan rangkaian seketika saat pelanggan berhenti berlangganan
Skill terkait
- Event Keranjang - Lacak aktivitas keranjang
- Browse Abandonment - Pulihkan sesi penelusuran
- Win-Back - Libatkan kembali pelanggan tidak aktif
Langkah berikutnya
- Siapkan pelacakan keranjang di platform Anda
- Buat template email di Brevo
- Konfigurasikan integrasi kode diskon
- Pantau performa di dasbor