diff --git a/engine/core/admin.py b/engine/core/admin.py
index f6e416f2..9b7b5891 100644
--- a/engine/core/admin.py
+++ b/engine/core/admin.py
@@ -375,7 +375,6 @@ class BrandAdmin(DjangoQLSearchMixin, FieldsetsMixin, ActivationActionsMixin, Mo
     search_fields = (
         "uuid",
         "name",
-        "categories__name",
     )
     readonly_fields = (
         "uuid",
@@ -389,9 +388,10 @@ class BrandAdmin(DjangoQLSearchMixin, FieldsetsMixin, ActivationActionsMixin, Mo
         "description",
         "priority",
     ]
-    relation_fields = [
-        "categories",
-    ]
+    additional_fields = [
+        "small_logo",
+        "big_logo"
+        ]
 
 
 @register(Product)
diff --git a/engine/core/templates/admin/dashboard/_customers_mix.html b/engine/core/templates/admin/dashboard/_customers_mix.html
new file mode 100644
index 00000000..74a5af15
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_customers_mix.html
@@ -0,0 +1,28 @@
+{% load i18n unfold %}
+
+{% component "unfold/components/card.html" %}
+    {% component "unfold/components/title.html" %}
+        {% trans "Customers mix (30d)" %}
+    {% endcomponent %}
+    {% if customers_mix.total|default:0 > 0 %}
+        <div class="flex flex-col gap-3">
+            <div class="flex items-center justify-between text-sm">
+                <span class="text-gray-600 dark:text-gray-300">{% trans "New customers" %}</span>
+                <span class="font-medium">{{ customers_mix.new }} ({{ customers_mix.new_pct }}%)</span>
+            </div>
+            {% component "unfold/components/progress.html" with value=customers_mix.new_pct title='' description='' %}
+            {% endcomponent %}
+
+            <div class="flex items-center justify-between text-sm mt-2">
+                <span class="text-gray-600 dark:text-gray-300">{% trans "Returning customers" %}</span>
+                <span class="font-medium">{{ customers_mix.returning }} ({{ customers_mix.returning_pct }}%)</span>
+            </div>
+            {% component "unfold/components/progress.html" with value=customers_mix.returning_pct title='' description='' %}
+            {% endcomponent %}
+        </div>
+    {% else %}
+        {% component "unfold/components/text.html" %}
+            {% trans "No customer activity in the last 30 days." %}
+        {% endcomponent %}
+    {% endif %}
+{% endcomponent %}
diff --git a/engine/core/templates/admin/dashboard/_daily_sales.html b/engine/core/templates/admin/dashboard/_daily_sales.html
new file mode 100644
index 00000000..58c30b0f
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_daily_sales.html
@@ -0,0 +1,129 @@
+{% load i18n unfold static %}
+
+{% component "unfold/components/card.html" %}
+    {% component "unfold/components/title.html" %}
+        {% trans "Daily sales (30d)" %}
+    {% endcomponent %}
+    <div class="w-full">
+        <canvas id="dailySalesChart" height="120"></canvas>
+    </div>
+    <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+    {{ daily_labels|json_script:"daily-labels" }}
+    {{ daily_orders|json_script:"daily-orders" }}
+    {{ daily_gross|json_script:"daily-gross" }}
+    <script>
+        (function () {
+            try {
+                let labels = [];
+                let orders = [];
+                let gross = [];
+                const elL = document.getElementById('daily-labels');
+                const elO = document.getElementById('daily-orders');
+                const elG = document.getElementById('daily-gross');
+                if (elL && elO && elG) {
+                    labels = JSON.parse(elL.textContent || '[]');
+                    orders = JSON.parse(elO.textContent || '[]');
+                    gross = JSON.parse(elG.textContent || '[]');
+                }
+                if (!labels || labels.length === 0) {
+                    const now = new Date();
+                    labels = [];
+                    orders = [];
+                    gross = [];
+                    for (let i = 29; i >= 0; i--) {
+                        const d = new Date(now);
+                        d.setDate(now.getDate() - i);
+                        const day = String(d.getDate()).padStart(2, '0');
+                        const month = d.toLocaleString(undefined, {month: 'short'});
+                        labels.push(`${day} ${month}`);
+                        orders.push(0);
+                        gross.push(0);
+                    }
+                }
+
+                const ctx = document.getElementById('dailySalesChart').getContext('2d');
+                const green = 'rgb(34,197,94)';
+                const blue = 'rgb(59,130,246)';
+
+                const currency = "{% if currency_symbol %}{{ currency_symbol }}{% endif %}";
+
+                const allZeroOrders = (orders || []).every(function (v) { return Number(v || 0) === 0; });
+                const allZeroGross = (gross || []).every(function (v) { return Number(v || 0) === 0; });
+
+                new Chart(ctx, {
+                    type: 'line',
+                    data: {
+                        labels: labels,
+                        datasets: [
+                            {
+                                label: '{{ _("Orders (FINISHED)") }}',
+                                data: orders,
+                                borderColor: allZeroOrders ? 'rgba(0,0,0,0)' : green,
+                                backgroundColor: allZeroOrders ? 'rgba(0,0,0,0)' : green,
+                                borderWidth: allZeroOrders ? 0 : 2,
+                                tension: 0.25,
+                                pointRadius: allZeroOrders ? 0 : 2,
+                                yAxisID: 'yOrders',
+                            },
+                            {
+                                label: '{{ _("Gross revenue") }}',
+                                data: gross,
+                                borderColor: allZeroGross ? 'rgba(0,0,0,0)' : blue,
+                                backgroundColor: allZeroGross ? 'rgba(0,0,0,0)' : blue,
+                                borderWidth: allZeroGross ? 0 : 2,
+                                tension: 0.25,
+                                pointRadius: allZeroGross ? 0 : 2,
+                                yAxisID: 'yRevenue',
+                            }
+                        ]
+                    },
+                    options: {
+                        responsive: true,
+                        maintainAspectRatio: false,
+                        interaction: {mode: 'index', intersect: false},
+                        plugins: {
+                            legend: {display: true},
+                            tooltip: {
+                                callbacks: {
+                                    label: function (context) {
+                                        const label = context.dataset.label || '';
+                                        const val = context.parsed.y;
+                                        if (context.dataset.yAxisID === 'yRevenue') {
+                                            return `${label}: ${currency}${val}`;
+                                        }
+                                        return `${label}: ${val}`;
+                                    }
+                                }
+                            }
+                        },
+                        scales: {
+                            x: {
+                                grid: {display: false}
+                            },
+                            yOrders: {
+                                type: 'linear',
+                                position: 'left',
+                                title: {display: true, text: '{{ _("Orders") }}'},
+                                grid: {color: 'rgba(0,0,0,0.06)'},
+                                ticks: {precision: 0}
+                            },
+                            yRevenue: {
+                                type: 'linear',
+                                position: 'right',
+                                title: {display: true, text: '{{ _("Gross") }}'},
+                                grid: {drawOnChartArea: false},
+                                ticks: {
+                                    callback: function (value) {
+                                        return `${currency}${value}`;
+                                    }
+                                }
+                            }
+                        }
+                    }
+                });
+            } catch (e) {
+                console && console.warn && console.warn('Chart init failed', e);
+            }
+        })();
+    </script>
+{% endcomponent %}
diff --git a/engine/core/templates/admin/dashboard/_income_overview.html b/engine/core/templates/admin/dashboard/_income_overview.html
new file mode 100644
index 00000000..c42c8c29
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_income_overview.html
@@ -0,0 +1,118 @@
+{% load i18n unfold arith %}
+
+{% with gross=revenue_gross_30|default:0 returns=returns_30|default:0 %}
+    {% with total=gross|add:returns %}
+        {% component "unfold/components/card.html" with class="xl:col-span-2" %}
+            {% component "unfold/components/title.html" %}
+                {% trans "Income overview" %}
+            {% endcomponent %}
+
+            {% with net=revenue_net_30|default:0 %}
+                {% with tax_amt=gross|sub:net %}
+                    {% with returns_capped=returns %}
+                        {% if returns > gross %}
+                            {% with returns_capped=gross %}{% endwith %}
+                        {% endif %}
+                        {% with tax_amt_pos=tax_amt %}
+                            {% if tax_amt_pos < 0 %}
+                                {% with tax_amt_pos=0 %}{% endwith %}
+                            {% endif %}
+                            {% with net_for_pie=gross|sub:tax_amt_pos|sub:returns_capped %}
+                                {% if net_for_pie < 0 %}
+                                    {% with net_for_pie=0 %}{% endwith %}
+                                {% endif %}
+                                <div class="flex flex-col sm:flex-row items-center gap-6">
+                                    <div class="relative w-48 h-48">
+                                        <canvas id="incomePieChart" width="192" height="192"></canvas>
+                                    </div>
+                                    <div>
+                                        <div class="flex items-center gap-2 mb-2">
+                                            <span class="inline-block w-3 h-3 rounded-sm" style="background:rgb(34,197,94)"></span>
+                                            <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Net" %}:</span>
+                                            <span class="font-semibold">{% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ net }}</span>
+                                        </div>
+                                        {% if tax_amt_pos > 0 %}
+                                            <div class="flex items-center gap-2 mb-2">
+                                                <span class="inline-block w-3 h-3 rounded-sm" style="background:rgb(249,115,22)"></span>
+                                                <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Taxes" %}:</span>
+                                                <span class="font-semibold">{% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ tax_amt_pos|floatformat:2 }}</span>
+                                            </div>
+                                        {% endif %}
+                                        <div class="flex items-center gap-2 mb-2">
+                                            <span class="inline-block w-3 h-3 rounded-sm" style="background:rgb(239,68,68)"></span>
+                                            <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Returns" %}:</span>
+                                            <span class="font-semibold">{% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ returns }}</span>
+                                        </div>
+                                        <div class="flex items-center gap-2">
+                                            <span class="inline-block w-3 h-3 rounded-sm" style="background:linear-gradient(90deg, rgba(0,0,0,0.15), rgba(0,0,0,0.15))"></span>
+                                            <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Gross (pie total)" %}:</span>
+                                            <span class="font-semibold">{% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ gross }}</span>
+                                        </div>
+                                    </div>
+                                </div>
+                                <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+                                <script>
+                                    (function () {
+                                        try {
+                                            const ctx = document.getElementById('incomePieChart').getContext('2d');
+                                            const gross = Number({{ gross|default:0 }});
+                                            const netBackend = Number({{ net|default:0 }});
+                                            const returnsRaw = Number({{ returns_capped|default:0 }});
+                                            const taxes = Math.max(gross - netBackend, 0);
+                                            const returnsVal = Math.min(returnsRaw, gross);
+                                            const netVal = Math.max(gross - taxes - returnsVal, 0);
+
+                                            let dataValues = [netVal, taxes, returnsVal];
+                                            let labels = ['{{ _("Net") }}', '{{ _("Taxes") }}', '{{ _("Returns") }}'];
+                                            let colors = ['rgb(34,197,94)', 'rgb(249,115,22)', 'rgb(239,68,68)'];
+
+                                            const sum = dataValues.reduce((a, b) => a + Number(b || 0), 0);
+                                            if (sum <= 0) {
+                                                dataValues = [1];
+                                                labels = ['{{ _("No data") }}'];
+                                                colors = ['rgba(0,0,0,0.1)'];
+                                            }
+
+                                            const currency = "{% if currency_symbol %}{{ currency_symbol }}{% endif %}";
+                                            new Chart(ctx, {
+                                                type: 'doughnut',
+                                                data: {
+                                                    labels: labels,
+                                                    datasets: [{
+                                                        data: dataValues,
+                                                        backgroundColor: colors,
+                                                        borderWidth: 0,
+                                                    }]
+                                                },
+                                                options: {
+                                                    responsive: true,
+                                                    maintainAspectRatio: false,
+                                                    plugins: {
+                                                        legend: {position: 'bottom'},
+                                                        tooltip: {
+                                                            callbacks: {
+                                                                label: function (context) {
+                                                                    const label = context.label || '';
+                                                                    const val = context.parsed || 0;
+                                                                    if (labels.length === 1) return label;
+                                                                    return `${label}: ${currency}${val}`;
+                                                                }
+                                                            }
+                                                        }
+                                                    },
+                                                    cutout: '55%'
+                                                }
+                                            });
+                                        } catch (e) {
+                                            console && console.warn && console.warn('Pie chart init failed', e);
+                                        }
+                                    })();
+                                </script>
+                            {% endwith %}
+                        {% endwith %}
+                    {% endwith %}
+                {% endwith %}
+            {% endwith %}
+        {% endcomponent %}
+    {% endwith %}
+{% endwith %}
diff --git a/engine/core/templates/admin/dashboard/_kpis.html b/engine/core/templates/admin/dashboard/_kpis.html
new file mode 100644
index 00000000..85483682
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_kpis.html
@@ -0,0 +1,39 @@
+{% load i18n unfold %}
+
+<div class="grid grid-cols-1 sm:grid-cols-2 xl:grid-cols-4 gap-4 mb-6">
+    {% component "unfold/components/card.html" %}
+        {% component "unfold/components/text.html" %}
+            {% trans "Revenue (gross, 30d)" %}
+        {% endcomponent %}
+        {% component "unfold/components/title.html" %}
+            {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ revenue_gross_30|default:0 }}
+        {% endcomponent %}
+    {% endcomponent %}
+
+    {% component "unfold/components/card.html" %}
+        {% component "unfold/components/text.html" %}
+            {% trans "Revenue (net, 30d)" %}
+        {% endcomponent %}
+        {% component "unfold/components/title.html" %}
+            {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ revenue_net_30|default:0 }}
+        {% endcomponent %}
+    {% endcomponent %}
+
+    {% component "unfold/components/card.html" %}
+        {% component "unfold/components/text.html" %}
+            {% trans "Returns (30d)" %}
+        {% endcomponent %}
+        {% component "unfold/components/title.html" %}
+            {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ returns_30|default:0 }}
+        {% endcomponent %}
+    {% endcomponent %}
+
+    {% component "unfold/components/card.html" %}
+        {% component "unfold/components/text.html" %}
+            {% trans "Processed orders (30d)" %}
+        {% endcomponent %}
+        {% component "unfold/components/title.html" %}
+            {{ processed_orders_30|default:0 }}
+        {% endcomponent %}
+    {% endcomponent %}
+</div>
diff --git a/engine/core/templates/admin/dashboard/_most_returned.html b/engine/core/templates/admin/dashboard/_most_returned.html
new file mode 100644
index 00000000..d9514d5d
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_most_returned.html
@@ -0,0 +1,27 @@
+{% load i18n unfold %}
+
+{% component "unfold/components/card.html" %}
+    {% component "unfold/components/title.html" %}
+        {% trans "Most returned products (30d)" %}
+    {% endcomponent %}
+    {% if most_returned_products %}
+        <ul class="flex flex-col divide-y divide-gray-200 dark:divide-base-700/50">
+            {% for p in most_returned_products %}
+                <li class="py-2 first:pt-0 last:pb-0">
+                    <a href="{{ p.admin_url }}" class="flex items-center gap-4">
+                        {% if p.image %}
+                            <img src="{{ p.image }}" alt="{{ p.name }}"
+                                 class="w-12 h-12 object-cover rounded"/>
+                        {% endif %}
+                        <span class="font-medium flex-1 truncate">{{ p.name }}</span>
+                        <span class="text-xs px-2 py-0.5 rounded bg-red-500/10 text-red-700 dark:text-red-300">×{{ p.count }}</span>
+                    </a>
+                </li>
+            {% endfor %}
+        </ul>
+    {% else %}
+        {% component "unfold/components/text.html" %}
+            {% trans "No returns in the last 30 days." %}
+        {% endcomponent %}
+    {% endif %}
+{% endcomponent %}
diff --git a/engine/core/templates/admin/dashboard/_product_lists.html b/engine/core/templates/admin/dashboard/_product_lists.html
new file mode 100644
index 00000000..a71b0095
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_product_lists.html
@@ -0,0 +1,71 @@
+{% load i18n unfold %}
+
+<div class="grid grid-cols-1 lg:grid-cols-2 gap-6 mt-6">
+    {% component "unfold/components/card.html" %}
+        {% component "unfold/components/title.html" %}
+            {% trans "Most wished product" %}
+        {% endcomponent %}
+        {% if most_wished_products %}
+            <ul class="flex flex-col divide-y divide-gray-200 dark:divide-base-700/50">
+                {% for p in most_wished_products %}
+                    <li class="py-2 first:pt-0 last:pb-0">
+                        <a href="{{ p.admin_url }}" class="flex items-center gap-4">
+                            {% if p.image %}
+                                <img src="{{ p.image }}" alt="{{ p.name }}"
+                                     class="w-12 h-12 object-cover rounded"/>
+                            {% endif %}
+                            <span class="font-medium flex-1 truncate">{{ p.name }}</span>
+                            <span class="text-xs px-2 py-0.5 rounded bg-base-700/[.06] dark:bg-white/[.06] text-gray-700 dark:text-gray-200">{{ p.count }}</span>
+                        </a>
+                    </li>
+                {% endfor %}
+            </ul>
+        {% elif most_wished_product %}
+            <a href="{{ most_wished_product.admin_url }}" class="flex items-center gap-4">
+                {% if most_wished_product.image %}
+                    <img src="{{ most_wished_product.image }}" alt="{{ most_wished_product.name }}"
+                         class="w-16 h-16 object-cover rounded"/>
+                {% endif %}
+                <span class="font-medium">{{ most_wished_product.name }}</span>
+            </a>
+        {% else %}
+            {% component "unfold/components/text.html" %}
+                {% trans "No data yet." %}
+            {% endcomponent %}
+        {% endif %}
+    {% endcomponent %}
+
+    {% component "unfold/components/card.html" %}
+        {% component "unfold/components/title.html" %}
+            {% trans "Most popular product" %}
+        {% endcomponent %}
+        {% if most_popular_products %}
+            <ul class="flex flex-col divide-y divide-gray-200 dark:divide-base-700/50">
+                {% for p in most_popular_products %}
+                    <li class="py-2 first:pt-0 last:pb-0">
+                        <a href="{{ p.admin_url }}" class="flex items-center gap-4">
+                            {% if p.image %}
+                                <img src="{{ p.image }}" alt="{{ p.name }}"
+                                     class="w-12 h-12 object-cover rounded"/>
+                            {% endif %}
+                            <span class="font-medium flex-1 truncate">{{ p.name }}</span>
+                            <span class="text-xs px-2 py-0.5 rounded bg-base-700/[.06] dark:bg-white/[.06] text-gray-700 dark:text-gray-200">{{ p.count }}</span>
+                        </a>
+                    </li>
+                {% endfor %}
+            </ul>
+        {% elif most_popular_product %}
+            <a href="{{ most_popular_product.admin_url }}" class="flex items-center gap-4">
+                {% if most_popular_product.image %}
+                    <img src="{{ most_popular_product.image }}" alt="{{ most_popular_product.name }}"
+                         class="w-16 h-16 object-cover rounded"/>
+                {% endif %}
+                <span class="font-medium">{{ most_popular_product.name }}</span>
+            </a>
+        {% else %}
+            {% component "unfold/components/text.html" %}
+                {% trans "No data yet." %}
+            {% endcomponent %}
+        {% endif %}
+    {% endcomponent %}
+</div>
diff --git a/engine/core/templates/admin/dashboard/_quick_links.html b/engine/core/templates/admin/dashboard/_quick_links.html
new file mode 100644
index 00000000..8ed55eb4
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_quick_links.html
@@ -0,0 +1,15 @@
+{% load i18n unfold %}
+
+{% component "unfold/components/card.html" %}
+    {% component "unfold/components/title.html" %}
+        {% trans "Quick Links" %}
+    {% endcomponent %}
+    {% if quick_links %}
+        {% component "unfold/components/navigation.html" with class="flex flex-col gap-1" items=quick_links %}
+        {% endcomponent %}
+    {% else %}
+        {% component "unfold/components/text.html" %}
+            {% trans "No links available." %}
+        {% endcomponent %}
+    {% endif %}
+{% endcomponent %}
diff --git a/engine/core/templates/admin/dashboard/_shipped_vs_digital.html b/engine/core/templates/admin/dashboard/_shipped_vs_digital.html
new file mode 100644
index 00000000..6998b32c
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_shipped_vs_digital.html
@@ -0,0 +1,29 @@
+{% load i18n unfold %}
+
+{% component "unfold/components/card.html" %}
+    {% component "unfold/components/title.html" %}
+        {% trans "Shipped vs Digital (30d)" %}
+    {% endcomponent %}
+
+    <div class="flex flex-col gap-3">
+        <div class="flex items-center justify-between text-sm">
+            <span class="text-gray-600 dark:text-gray-300">{% trans "Digital" %}</span>
+            <span class="font-medium">
+                {{ shipped_vs_digital.digital_qty }} ({% firstof shipped_vs_digital.digital_pct 0 %}%) ·
+                {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ shipped_vs_digital.digital_gross }}
+            </span>
+        </div>
+        {% component "unfold/components/progress.html" with value=shipped_vs_digital.digital_pct title='' description='' %}
+        {% endcomponent %}
+
+        <div class="flex items-center justify-between text-sm mt-2">
+            <span class="text-gray-600 dark:text-gray-300">{% trans "Shipped" %}</span>
+            <span class="font-medium">
+                {{ shipped_vs_digital.shipped_qty }} ({% firstof shipped_vs_digital.shipped_pct 0 %}%) ·
+                {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ shipped_vs_digital.shipped_gross }}
+            </span>
+        </div>
+        {% component "unfold/components/progress.html" with value=shipped_vs_digital.shipped_pct title='' description='' %}
+        {% endcomponent %}
+    </div>
+{% endcomponent %}
diff --git a/engine/core/templates/admin/dashboard/_top_categories.html b/engine/core/templates/admin/dashboard/_top_categories.html
new file mode 100644
index 00000000..fe51b251
--- /dev/null
+++ b/engine/core/templates/admin/dashboard/_top_categories.html
@@ -0,0 +1,26 @@
+{% load i18n unfold %}
+
+{% component "unfold/components/card.html" %}
+    {% component "unfold/components/title.html" %}
+        {% trans "Top categories by quantity (30d)" %}
+    {% endcomponent %}
+    {% if top_categories %}
+        <ul class="flex flex-col divide-y divide-gray-200 dark:divide-base-700/50">
+            {% for c in top_categories %}
+                <li class="py-2 first:pt-0 last:pb-0">
+                    <a href="{{ c.admin_url }}" class="flex items-center gap-4">
+                        <span class="font-medium flex-1 truncate">{{ c.name }}</span>
+                        <span class="text-xs px-2 py-0.5 rounded bg-base-700/[.06] dark:bg-white/[.06] text-gray-700 dark:text-gray-200">{{ c.qty }}</span>
+                        <span class="text-xs text-gray-600 dark:text-gray-300 whitespace-nowrap">
+                            {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ c.gross }}
+                        </span>
+                    </a>
+                </li>
+            {% endfor %}
+        </ul>
+    {% else %}
+        {% component "unfold/components/text.html" %}
+            {% trans "No category sales in the last 30 days." %}
+        {% endcomponent %}
+    {% endif %}
+{% endcomponent %}
diff --git a/engine/core/templates/admin/index.html b/engine/core/templates/admin/index.html
index 45b74158..92693e81 100644
--- a/engine/core/templates/admin/index.html
+++ b/engine/core/templates/admin/index.html
@@ -21,383 +21,28 @@
                 <br/>
             {% endcomponent %}
 
-            <div class="grid grid-cols-1 sm:grid-cols-2 xl:grid-cols-4 gap-4 mb-6">
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/text.html" %}
-                        {% trans "Revenue (gross, 30d)" %}
-                    {% endcomponent %}
-                    {% component "unfold/components/title.html" %}
-                        {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ revenue_gross_30|default:0 }}
-                    {% endcomponent %}
-                {% endcomponent %}
-
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/text.html" %}
-                        {% trans "Revenue (net, 30d)" %}
-                    {% endcomponent %}
-                    {% component "unfold/components/title.html" %}
-                        {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ revenue_net_30|default:0 }}
-                    {% endcomponent %}
-                {% endcomponent %}
-
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/text.html" %}
-                        {% trans "Returns (30d)" %}
-                    {% endcomponent %}
-                    {% component "unfold/components/title.html" %}
-                        {% if currency_symbol %}{{ currency_symbol }}{% endif %}{{ returns_30|default:0 }}
-                    {% endcomponent %}
-                {% endcomponent %}
-
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/text.html" %}
-                        {% trans "Processed orders (30d)" %}
-                    {% endcomponent %}
-                    {% component "unfold/components/title.html" %}
-                        {{ processed_orders_30|default:0 }}
-                    {% endcomponent %}
-                {% endcomponent %}
-            </div>
+            {% include "admin/dashboard/_kpis.html" %}
 
             <div class="grid grid-cols-1 xl:grid-cols-3 gap-6 items-start">
-                {% with gross=revenue_gross_30|default:0 returns=returns_30|default:0 %}
-                    {% with total=gross|add:returns %}
-                        {% component "unfold/components/card.html" with class="xl:col-span-2" %}
-                            {% component "unfold/components/title.html" %}
-                                {% trans "Income overview" %}
-                            {% endcomponent %}
-                            {% if total and total > 0 %}
-                                {% with net=revenue_net_30|default:0 %}
-                                    {% with tax_amt=gross|sub:net %}
-                                        {% with returns_capped=returns %}
-                                            {% if returns > gross %}
-                                                {% with returns_capped=gross %}{% endwith %}
-                                            {% endif %}
-                                            {% with tax_amt_pos=tax_amt %}
-                                                {% if tax_amt_pos < 0 %}
-                                                    {% with tax_amt_pos=0 %}{% endwith %}
-                                                {% endif %}
-                                                {% with net_for_pie=gross|sub:tax_amt_pos|sub:returns_capped %}
-                                                    {% if net_for_pie < 0 %}
-                                                        {% with net_for_pie=0 %}{% endwith %}
-                                                    {% endif %}
-                                                    {% widthratio net_for_pie gross 360 as net_deg %}
-                                                    {% widthratio tax_amt_pos gross 360 as tax_deg %}
-                                                    {% widthratio returns_capped gross 360 as ret_deg %}
-                                                    {% with net_end=net_deg %}
-                                                        {% with tax_end=net_end|add:tax_deg %}
-                                                            {% with ret_end=tax_end|add:ret_deg %}
-                                                                <div class="flex flex-col sm:flex-row items-center gap-6">
-                                                                    <div class="relative w-48 h-48">
-                                                                        <canvas id="incomePieChart" width="192"
-                                                                                height="192"></canvas>
-                                                                    </div>
-                                                                    <div>
-                                                                        <div class="flex items-center gap-2 mb-2">
-                                                                        <span class="inline-block w-3 h-3 rounded-sm"
-                                                                              style="background:rgb(34,197,94)"></span>
-                                                                            <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Net" %}:</span>
-                                                                            <span class="font-semibold">{% if currency_symbol %}
-                                                                                {{ currency_symbol }}{% endif %}{{ net }}</span>
-                                                                        </div>
-                                                                        {% if tax_amt_pos > 0 %}
-                                                                            <div class="flex items-center gap-2 mb-2">
-                                                                            <span class="inline-block w-3 h-3 rounded-sm"
-                                                                                  style="background:rgb(249,115,22)"></span>
-                                                                                <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Taxes" %}:</span>
-                                                                                <span class="font-semibold">{% if currency_symbol %}
-                                                                                    {{ currency_symbol }}{% endif %}{{ tax_amt_pos|floatformat:2 }}</span>
-                                                                            </div>
-                                                                        {% endif %}
-                                                                        <div class="flex items-center gap-2 mb-2">
-                                                                        <span class="inline-block w-3 h-3 rounded-sm"
-                                                                              style="background:rgb(239,68,68)"></span>
-                                                                            <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Returns" %}:</span>
-                                                                            <span class="font-semibold">{% if currency_symbol %}
-                                                                                {{ currency_symbol }}{% endif %}{{ returns }}</span>
-                                                                        </div>
-                                                                        <div class="flex items-center gap-2">
-                                                                        <span class="inline-block w-3 h-3 rounded-sm"
-                                                                              style="background:linear-gradient(90deg, rgba(0,0,0,0.15), rgba(0,0,0,0.15))"></span>
-                                                                            <span class="text-sm text-gray-600 dark:text-gray-300">{% trans "Gross (pie total)" %}:</span>
-                                                                            <span class="font-semibold">{% if currency_symbol %}
-                                                                                {{ currency_symbol }}{% endif %}{{ gross }}</span>
-                                                                        </div>
-                                                                    </div>
-                                                                </div>
-                                                                <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
-                                                                <script>
-                                                                    (function () {
-                                                                        try {
-                                                                            const ctx = document.getElementById('incomePieChart').getContext('2d');
-                                                                            const dataValues = [
-                                                                                {{ net_for_pie|floatformat:2 }},
-                                                                                {{ tax_amt_pos|floatformat:2 }},
-                                                                                {{ returns_capped|floatformat:2 }}
-                                                                            ];
-                                                                            const labels = [
-                                                                                '{{ _("Net") }}',
-                                                                                '{{ _("Taxes") }}',
-                                                                                '{{ _("Returns") }}'
-                                                                            ];
-
-                                                                            const colors = [
-                                                                                'rgb(34,197,94)',
-                                                                                'rgb(249,115,22)',
-                                                                                'rgb(239,68,68)'
-                                                                            ];
-
-                                                                            const hasData = dataValues.some(function (v) {
-                                                                                return Number(v) > 0;
-                                                                            });
-                                                                            if (!hasData) {
-                                                                                return;
-                                                                            }
-
-                                                                            const currency = "{% if currency_symbol %}{{ currency_symbol }}{% endif %}";
-                                                                            new Chart(ctx, {
-                                                                                type: 'doughnut',
-                                                                                data: {
-                                                                                    labels: labels,
-                                                                                    datasets: [{
-                                                                                        data: dataValues,
-                                                                                        backgroundColor: colors,
-                                                                                        borderWidth: 0,
-                                                                                    }]
-                                                                                },
-                                                                                options: {
-                                                                                    responsive: true,
-                                                                                    maintainAspectRatio: false,
-                                                                                    plugins: {
-                                                                                        legend: {position: 'bottom'},
-                                                                                        tooltip: {
-                                                                                            callbacks: {
-                                                                                                label: function (context) {
-                                                                                                    const label = context.label || '';
-                                                                                                    const val = context.parsed || 0;
-                                                                                                    return `${label}: ${currency}${val}`;
-                                                                                                }
-                                                                                            }
-                                                                                        }
-                                                                                    },
-                                                                                    cutout: '55%'
-                                                                                }
-                                                                            });
-                                                                        } catch (e) {
-                                                                            console && console.warn && console.warn('Pie chart init failed', e);
-                                                                        }
-                                                                    })();
-                                                                </script>
-                                                            {% endwith %}
-                                                        {% endwith %}
-                                                    {% endwith %}
-                                                {% endwith %}
-                                            {% endwith %}
-                                        {% endwith %}
-                                    {% endwith %}
-                                {% endwith %}
-                            {% else %}
-                                {% component "unfold/components/text.html" %}
-                                    {% trans "Not enough data for chart yet." %}
-                                {% endcomponent %}
-                            {% endif %}
-                        {% endcomponent %}
-                    {% endwith %}
-                {% endwith %}
-
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/title.html" %}
-                        {% trans "Quick Links" %}
-                    {% endcomponent %}
-                    {% if quick_links %}
-                        {% component "unfold/components/navigation.html" with class="flex flex-col gap-1" items=quick_links %}
-                        {% endcomponent %}
-                    {% else %}
-                        {% component "unfold/components/text.html" %}
-                            {% trans "No links available." %}
-                        {% endcomponent %}
-                    {% endif %}
-                {% endcomponent %}
+                {% include "admin/dashboard/_income_overview.html" %}
+                {% include "admin/dashboard/_quick_links.html" %}
             </div>
 
-            {% component "unfold/components/card.html" %}
-                {% component "unfold/components/title.html" %}
-                    {% trans "Daily sales (30d)" %}
-                {% endcomponent %}
-                {% if daily_labels and daily_labels|length > 0 %}
-                    <div class="w-full">
-                        <canvas id="dailySalesChart" height="120"></canvas>
-                    </div>
-                    <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
-                    {{ daily_labels|json_script:"daily-labels" }}
-                    {{ daily_orders|json_script:"daily-orders" }}
-                    {{ daily_gross|json_script:"daily-gross" }}
-                    <script>
-                        (function () {
-                            try {
-                                const labels = JSON.parse(document.getElementById('daily-labels').textContent);
-                                const orders = JSON.parse(document.getElementById('daily-orders').textContent);
-                                const gross = JSON.parse(document.getElementById('daily-gross').textContent);
-
-                                const ctx = document.getElementById('dailySalesChart').getContext('2d');
-                                const green = 'rgb(34,197,94)';
-                                const blue = 'rgb(59,130,246)';
-
-                                const currency = "{% if currency_symbol %}{{ currency_symbol }}{% endif %}";
-
-                                new Chart(ctx, {
-                                    type: 'line',
-                                    data: {
-                                        labels: labels,
-                                        datasets: [
-                                            {
-                                                label: '{{ _("Orders (FINISHED)") }}',
-                                                data: orders,
-                                                borderColor: green,
-                                                backgroundColor: green,
-                                                borderWidth: 2,
-                                                tension: 0.25,
-                                                pointRadius: 2,
-                                                yAxisID: 'yOrders',
-                                            },
-                                            {
-                                                label: '{{ _("Gross revenue") }}',
-                                                data: gross,
-                                                borderColor: blue,
-                                                backgroundColor: blue,
-                                                borderWidth: 2,
-                                                tension: 0.25,
-                                                pointRadius: 2,
-                                                yAxisID: 'yRevenue',
-                                            }
-                                        ]
-                                    },
-                                    options: {
-                                        responsive: true,
-                                        maintainAspectRatio: false,
-                                        interaction: {mode: 'index', intersect: false},
-                                        plugins: {
-                                            legend: {display: true},
-                                            tooltip: {
-                                                callbacks: {
-                                                    label: function (context) {
-                                                        const label = context.dataset.label || '';
-                                                        const val = context.parsed.y;
-                                                        if (context.dataset.yAxisID === 'yRevenue') {
-                                                            return `${label}: ${currency}${val}`;
-                                                        }
-                                                        return `${label}: ${val}`;
-                                                    }
-                                                }
-                                            }
-                                        },
-                                        scales: {
-                                            x: {
-                                                grid: {display: false}
-                                            },
-                                            yOrders: {
-                                                type: 'linear',
-                                                position: 'left',
-                                                title: {display: true, text: '{{ _("Orders") }}'},
-                                                grid: {color: 'rgba(0,0,0,0.06)'},
-                                                ticks: {precision: 0}
-                                            },
-                                            yRevenue: {
-                                                type: 'linear',
-                                                position: 'right',
-                                                title: {display: true, text: '{{ _("Gross") }}'},
-                                                grid: {drawOnChartArea: false},
-                                                ticks: {
-                                                    callback: function (value) {
-                                                        return `${currency}${value}`;
-                                                    }
-                                                }
-                                            }
-                                        }
-                                    }
-                                });
-                            } catch (e) {
-                                console && console.warn && console.warn('Chart init failed', e);
-                            }
-                        })();
-                    </script>
-                {% else %}
-                    {% component "unfold/components/text.html" %}
-                        {% trans "Not enough data for chart yet." %}
-                    {% endcomponent %}
-                {% endif %}
-            {% endcomponent %}
+            {% include "admin/dashboard/_daily_sales.html" %}
 
             <div class="grid grid-cols-1 lg:grid-cols-2 gap-6 mt-6">
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/title.html" %}
-                        {% trans "Most wished product" %}
-                    {% endcomponent %}
-                    {% if most_wished_products %}
-                        <ul class="flex flex-col divide-y divide-gray-200 dark:divide-base-700/50">
-                            {% for p in most_wished_products %}
-                                <li class="py-2 first:pt-0 last:pb-0">
-                                    <a href="{{ p.admin_url }}" class="flex items-center gap-4">
-                                        {% if p.image %}
-                                            <img src="{{ p.image }}" alt="{{ p.name }}"
-                                                 class="w-12 h-12 object-cover rounded"/>
-                                        {% endif %}
-                                        <span class="font-medium flex-1 truncate">{{ p.name }}</span>
-                                        <span class="text-xs px-2 py-0.5 rounded bg-base-700/[.06] dark:bg-white/[.06] text-gray-700 dark:text-gray-200">{{ p.count }}</span>
-                                    </a>
-                                </li>
-                            {% endfor %}
-                        </ul>
-                    {% elif most_wished_product %}
-                        <a href="{{ most_wished_product.admin_url }}" class="flex items-center gap-4">
-                            {% if most_wished_product.image %}
-                                <img src="{{ most_wished_product.image }}" alt="{{ most_wished_product.name }}"
-                                     class="w-16 h-16 object-cover rounded"/>
-                            {% endif %}
-                            <span class="font-medium">{{ most_wished_product.name }}</span>
-                        </a>
-                    {% else %}
-                        {% component "unfold/components/text.html" %}
-                            {% trans "No data yet." %}
-                        {% endcomponent %}
-                    {% endif %}
-                {% endcomponent %}
-
-                {% component "unfold/components/card.html" %}
-                    {% component "unfold/components/title.html" %}
-                        {% trans "Most popular product" %}
-                    {% endcomponent %}
-                    {% if most_popular_products %}
-                        <ul class="flex flex-col divide-y divide-gray-200 dark:divide-base-700/50">
-                            {% for p in most_popular_products %}
-                                <li class="py-2 first:pt-0 last:pb-0">
-                                    <a href="{{ p.admin_url }}" class="flex items-center gap-4">
-                                        {% if p.image %}
-                                            <img src="{{ p.image }}" alt="{{ p.name }}"
-                                                 class="w-12 h-12 object-cover rounded"/>
-                                        {% endif %}
-                                        <span class="font-medium flex-1 truncate">{{ p.name }}</span>
-                                        <span class="text-xs px-2 py-0.5 rounded bg-base-700/[.06] dark:bg-white/[.06] text-gray-700 dark:text-gray-200">{{ p.count }}</span>
-                                    </a>
-                                </li>
-                            {% endfor %}
-                        </ul>
-                    {% elif most_popular_product %}
-                        <a href="{{ most_popular_product.admin_url }}" class="flex items-center gap-4">
-                            {% if most_popular_product.image %}
-                                <img src="{{ most_popular_product.image }}" alt="{{ most_popular_product.name }}"
-                                     class="w-16 h-16 object-cover rounded"/>
-                            {% endif %}
-                            <span class="font-medium">{{ most_popular_product.name }}</span>
-                        </a>
-                    {% else %}
-                        {% component "unfold/components/text.html" %}
-                            {% trans "No data yet." %}
-                        {% endcomponent %}
-                    {% endif %}
-                {% endcomponent %}
+                {% include "admin/dashboard/_customers_mix.html" %}
+                {% if shipped_vs_digital.digital_qty|default:0 > 0 and shipped_vs_digital.shipped_qty|default:0 > 0 %}
+                    {% include "admin/dashboard/_shipped_vs_digital.html" %}
+                {% endif %}
             </div>
 
+            <div class="grid grid-cols-1 lg:grid-cols-2 gap-6 mt-6">
+                {% include "admin/dashboard/_most_returned.html" %}
+                {% include "admin/dashboard/_top_categories.html" %}
+            </div>
+
+            {% include "admin/dashboard/_product_lists.html" %}
 
             {% component "unfold/components/separator.html" %}
             {% endcomponent %}
diff --git a/engine/core/utils/commerce.py b/engine/core/utils/commerce.py
index dbfd8ff5..47fe83e9 100644
--- a/engine/core/utils/commerce.py
+++ b/engine/core/utils/commerce.py
@@ -1,12 +1,14 @@
 from contextlib import suppress
 from datetime import date, timedelta
+from typing import Any
 
 from constance import config
 from django.db.models import Count, F, QuerySet, Sum
 from django.db.models.functions import Coalesce, TruncDate
+from django.urls import reverse
 from django.utils.timezone import now
 
-from engine.core.models import Order, OrderProduct
+from engine.core.models import Category, Order, OrderProduct, Product
 
 
 def get_period_order_products(
@@ -110,3 +112,156 @@ def get_daily_gross_revenue(period: timedelta = timedelta(days=30)) -> dict[date
         if d:
             result[d] = total_f
     return result
+
+
+def get_top_returned_products(period: timedelta = timedelta(days=30), limit: int = 10) -> list[dict[str, Any]]:
+    current = now()
+    period_start = current - period
+    qs = (
+        OrderProduct.objects.filter(
+            status="RETURNED",
+            order__status="FINISHED",
+            order__buy_time__lte=current,
+            order__buy_time__gte=period_start,
+            product__isnull=False,
+        )
+        .values("product")
+        .annotate(
+            returned_qty=Coalesce(Sum("quantity"), 0),
+            returned_amount=Coalesce(Sum(F("buy_price") * F("quantity")), 0.0),
+        )
+        .order_by("-returned_qty")[:limit]
+    )
+
+    result: list[dict[str, Any]] = []
+    prod_ids = [row["product"] for row in qs if row.get("product")]
+    products = Product.objects.filter(pk__in=prod_ids)
+    product_by_id = {p.pk: p for p in products}
+    for row in qs:
+        pid = row.get("product")
+        if not pid or pid not in product_by_id:
+            continue
+        p = product_by_id[pid]
+        img = ""
+        with suppress(Exception):
+            img = p.images.first().image_url if p.images.exists() else ""  # type: ignore [union-attr]
+        result.append(
+            {
+                "name": p.name,
+                "image": img,
+                "admin_url": reverse("admin:core_product_change", args=[p.pk]),
+                "count": int(row.get("returned_qty", 0) or 0),
+                "amount": round(float(row.get("returned_amount", 0.0) or 0.0), 2),
+            }
+        )
+    return result
+
+
+def get_customer_mix(period: timedelta = timedelta(days=30)) -> dict[str, int]:
+    current = now()
+    period_start = current - period
+    period_users = (
+        Order.objects.filter(status="FINISHED", buy_time__lte=current, buy_time__gte=period_start, user__isnull=False)
+        .values_list("user_id", flat=True)
+        .distinct()
+    )
+    if not period_users:
+        return {"new": 0, "returning": 0}
+
+    lifetime_counts = (
+        Order.objects.filter(status="FINISHED", user_id__in=period_users).values("user_id").annotate(c=Count("id"))
+    )
+    new_cnt = 0
+    ret_cnt = 0
+    for row in lifetime_counts:
+        c = int(row.get("c", 0) or 0)
+        if c <= 1:
+            new_cnt += 1
+        else:
+            ret_cnt += 1
+    return {"new": new_cnt, "returning": ret_cnt}
+
+
+def get_top_categories_by_qty(period: timedelta = timedelta(days=30), limit: int = 10) -> list[dict[str, Any]]:
+    current = now()
+    period_start = current - period
+    qs = (
+        OrderProduct.objects.filter(
+            status="FINISHED",
+            order__status="FINISHED",
+            order__buy_time__lte=current,
+            order__buy_time__gte=period_start,
+            product__isnull=False,
+            product__category__isnull=False,
+        )
+        .values("product__category")
+        .annotate(
+            qty=Coalesce(Sum("quantity"), 0),
+            gross=Coalesce(Sum(F("buy_price") * F("quantity")), 0.0),
+        )
+        .order_by("-qty", "-gross")[:limit]
+    )
+
+    cat_ids = [row["product__category"] for row in qs if row.get("product__category")]
+    cats = Category.objects.filter(pk__in=cat_ids)
+    cat_by_id = {c.pk: c for c in cats}
+    result: list[dict[str, Any]] = []
+    for row in qs:
+        cid = row.get("product__category")
+        if not cid or cid not in cat_by_id:
+            continue
+        c = cat_by_id[cid]
+        result.append(
+            {
+                "name": c.name,
+                "admin_url": reverse("admin:core_category_change", args=[c.pk]),
+                "qty": int(row.get("qty", 0) or 0),
+                "gross": round(float(row.get("gross", 0.0) or 0.0), 2),
+            }
+        )
+    return result
+
+
+def get_shipped_vs_digital_mix(period: timedelta = timedelta(days=30)) -> dict[str, float | int]:
+    current = now()
+    period_start = current - period
+    qs = (
+        OrderProduct.objects.filter(
+            status="FINISHED",
+            order__status="FINISHED",
+            order__buy_time__lte=current,
+            order__buy_time__gte=period_start,
+            product__isnull=False,
+        )
+        .values("product__is_digital")
+        .annotate(
+            qty=Coalesce(Sum("quantity"), 0),
+            gross=Coalesce(Sum(F("buy_price") * F("quantity")), 0.0),
+        )
+    )
+
+    digital_qty = 0
+    shipped_qty = 0
+    digital_gross = 0.0
+    shipped_gross = 0.0
+    for row in qs:
+        is_digital = bool(row.get("product__is_digital"))
+        q = int(row.get("qty", 0) or 0)
+        g = row.get("gross", 0.0) or 0.0
+        try:
+            g = float(g)
+        except (TypeError, ValueError):
+            g = 0.0
+        if is_digital:
+            digital_qty += q
+            digital_gross += g
+        else:
+            shipped_qty += q
+            shipped_gross += g
+
+    return {
+        "digital_qty": int(digital_qty),
+        "shipped_qty": int(shipped_qty),
+        "digital_gross": round(float(digital_gross), 2),
+        "shipped_gross": round(float(shipped_gross), 2),
+    }
diff --git a/engine/core/views.py b/engine/core/views.py
index aead8076..bb2cc86d 100644
--- a/engine/core/views.py
+++ b/engine/core/views.py
@@ -1,9 +1,9 @@
 import logging
-from datetime import timedelta
 import mimetypes
 import os
 import traceback
 from contextlib import suppress
+from datetime import timedelta
 
 import requests
 from django.conf import settings
@@ -18,8 +18,8 @@ from django.template import Context
 from django.urls import reverse
 from django.utils.decorators import method_decorator
 from django.utils.http import urlsafe_base64_decode
-from django.utils.translation import gettext_lazy as _
 from django.utils.timezone import now as tz_now
+from django.utils.translation import gettext_lazy as _
 from django.views.decorators.cache import cache_page
 from django.views.decorators.vary import vary_on_headers
 from django_ratelimit.decorators import ratelimit
@@ -60,11 +60,15 @@ from engine.core.serializers import (
 from engine.core.utils import get_project_parameters, is_url_safe
 from engine.core.utils.caching import web_cache
 from engine.core.utils.commerce import (
-    get_returns,
-    get_revenue,
-    get_total_processed_orders,
+    get_customer_mix,
     get_daily_finished_orders_count,
     get_daily_gross_revenue,
+    get_returns,
+    get_revenue,
+    get_shipped_vs_digital_mix,
+    get_top_categories_by_qty,
+    get_top_returned_products,
+    get_total_processed_orders,
 )
 from engine.core.utils.emailing import contact_us_email
 from engine.core.utils.languages import get_flag_by_language
@@ -452,9 +456,7 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
                 }
             )
 
-    # Single most wished product (backward compatibility)
     most_wished: dict[str, str | int | float | None] | None = None
-    # Top 10 most wished products
     most_wished_list: list[dict[str, str | int | float | None]] = []
     with suppress(Exception):
         wished_qs = (
@@ -475,12 +477,10 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
                     "admin_url": reverse("admin:core_product_change", args=[product.pk]),
                 }
 
-        # Build top 10 list
         wished_top10 = list(wished_qs[:10])
         if wished_top10:
             counts_map = {row["products"]: row["cnt"] for row in wished_top10 if row.get("products")}
             products = Product.objects.filter(pk__in=counts_map.keys())
-            # Preserve order as in wished_top10
             product_by_id = {p.pk: p for p in products}
             for row in wished_top10:
                 pid = row.get("products")
@@ -497,9 +497,7 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
                     }
                 )
 
-    # Daily stats for the last 30 days
     try:
-        # Build continuous date axis
         today = tz_now().date()
         days = 30
         date_axis = [today - timedelta(days=i) for i in range(days - 1, -1, -1)]
@@ -507,7 +505,6 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
         orders_map = get_daily_finished_orders_count(timedelta(days=days))
         gross_map = get_daily_gross_revenue(timedelta(days=days))
 
-        # Labels in day-month format, e.g., 05 Nov
         labels = [d.strftime("%d %b") for d in date_axis]
         orders_series = [int(orders_map.get(d, 0) or 0) for d in date_axis]
         gross_series = [float(gross_map.get(d, 0.0) or 0.0) for d in date_axis]
@@ -515,15 +512,20 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
         context["daily_labels"] = labels
         context["daily_orders"] = orders_series
         context["daily_gross"] = gross_series
-    except Exception as e:  # pragma: no cover - fail safe
+    except Exception as e:
         logger.warning("Failed to build daily stats: %s", e)
         context["daily_labels"] = []
         context["daily_orders"] = []
         context["daily_gross"] = []
+        with suppress(Exception):
+            today = tz_now().date()
+            days = 30
+            date_axis = [today - timedelta(days=i) for i in range(days - 1, -1, -1)]
+            context["daily_labels"] = [d.strftime("%d %b") for d in date_axis]
+            context["daily_orders"] = [0 for _ in date_axis]
+            context["daily_gross"] = [0.0 for _ in date_axis]
 
-    # Single most popular product (backward compatibility)
     most_popular: dict[str, str | int | float | None] | None = None
-    # Top 10 most popular products by quantity
     most_popular_list: list[dict[str, str | int | float | None]] = []
     with suppress(Exception):
         popular_qs = (
@@ -563,6 +565,50 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
                     }
                 )
 
+    customers_mix: dict[str, int | float] = {"new": 0, "returning": 0, "new_pct": 0.0, "returning_pct": 0.0}
+    with suppress(Exception):
+        mix = get_customer_mix()
+        n = int(mix.get("new", 0))
+        r = int(mix.get("returning", 0))
+        t = max(n + r, 0)
+        new_pct = round((n / t * 100.0), 1) if t > 0 else 0.0
+        ret_pct = round((r / t * 100.0), 1) if t > 0 else 0.0
+        customers_mix = {"new": n, "returning": r, "new_pct": new_pct, "returning_pct": ret_pct, "total": t}
+
+    shipped_vs_digital: dict[str, int | float] = {
+        "digital_qty": 0,
+        "shipped_qty": 0,
+        "digital_gross": 0.0,
+        "shipped_gross": 0.0,
+        "digital_pct": 0.0,
+        "shipped_pct": 0.0,
+    }
+    with suppress(Exception):
+        svd = get_shipped_vs_digital_mix()
+        dq = int(svd.get("digital_qty", 0))
+        sq = int(svd.get("shipped_qty", 0))
+        total_q = dq + sq
+        digital_pct = round((dq / total_q * 100.0), 1) if total_q > 0 else 0.0
+        shipped_pct = round((sq / total_q * 100.0), 1) if total_q > 0 else 0.0
+        shipped_vs_digital.update(
+            {
+                "digital_qty": dq,
+                "shipped_qty": sq,
+                "digital_gross": float(svd.get("digital_gross", 0.0) or 0.0),
+                "shipped_gross": float(svd.get("shipped_gross", 0.0) or 0.0),
+                "digital_pct": digital_pct,
+                "shipped_pct": shipped_pct,
+            }
+        )
+
+    most_returned_products: list[dict[str, str | int | float]] = []
+    with suppress(Exception):
+        most_returned_products = get_top_returned_products()
+
+    top_categories: list[dict[str, str | int | float]] = []
+    with suppress(Exception):
+        top_categories = get_top_categories_by_qty()
+
     context.update(
         {
             "custom_variable": "value",
@@ -577,6 +623,10 @@ def dashboard_callback(request: HttpRequest, context: Context) -> Context:
             "most_wished_products": most_wished_list,
             "most_popular_products": most_popular_list,
             "currency_symbol": currency_symbol,
+            "customers_mix": customers_mix,
+            "shipped_vs_digital": shipped_vs_digital,
+            "most_returned_products": most_returned_products,
+            "top_categories": top_categories,
         }
     )
 
diff --git a/evibes/settings/jazzmin.py b/evibes/settings/jazzmin.py
deleted file mode 100644
index 44539e91..00000000
--- a/evibes/settings/jazzmin.py
+++ /dev/null
@@ -1,11 +0,0 @@
-"""
-Deprecated: Jazzmin settings (removed in favor of django-unfold).
-
-This file is intentionally left as a stub to avoid accidental imports.
-If imported, raise an explicit error guiding developers to Unfold.
-"""
-
-raise ImportError(
-    "Jazzmin configuration has been removed. Use django-unfold instead. "
-    "See evibes/settings/unfold.py and INSTALLED_APPS in evibes/settings/base.py."
-)
diff --git a/pyproject.toml b/pyproject.toml
index a429c981..345fc69f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,6 +46,7 @@ dependencies = [
     "djangorestframework-xml==2.0.0",
     "djangorestframework-yaml==2.0.0",
     "djangoql>=0.18.1",
+    "docutils>=0.21.2",
     "drf-spectacular[sidecar]==0.29.0",
     "drf-spectacular-websocket>=1.3.1",
     "elasticsearch-dsl==8.18.0",
diff --git a/uv.lock b/uv.lock
index 974b82fe..7590d93f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -224,11 +224,11 @@ wheels = [
 
 [[package]]
 name = "asttokens"
-version = "3.0.0"
+version = "3.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/82da0a03e7ba5141f05cce0d302e6eed121ae055e0456ca228bf693984bc/asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7", size = 61978, upload-time = "2024-11-30T04:30:14.439Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2", size = 26918, upload-time = "2024-11-30T04:30:10.946Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/39/e7eaf1799466a4aef85b6a4fe7bd175ad2b1c6345066aa33f1f58d4b18d0/asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a", size = 27047, upload-time = "2025-11-15T16:43:16.109Z" },
 ]
 
 [[package]]
@@ -335,11 +335,11 @@ wheels = [
 
 [[package]]
 name = "billiard"
-version = "4.2.2"
+version = "4.2.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b9/6a/1405343016bce8354b29d90aad6b0bf6485b5e60404516e4b9a3a9646cf0/billiard-4.2.2.tar.gz", hash = "sha256:e815017a062b714958463e07ba15981d802dc53d41c5b69d28c5a7c238f8ecf3", size = 155592, upload-time = "2025-09-20T14:44:40.456Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6a/50/cc2b8b6e6433918a6b9a3566483b743dcd229da1e974be9b5f259db3aad7/billiard-4.2.3.tar.gz", hash = "sha256:96486f0885afc38219d02d5f0ccd5bec8226a414b834ab244008cbb0025b8dcb", size = 156450, upload-time = "2025-11-16T17:47:30.281Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a6/80/ef8dff49aae0e4430f81842f7403e14e0ca59db7bbaf7af41245b67c6b25/billiard-4.2.2-py3-none-any.whl", hash = "sha256:4bc05dcf0d1cc6addef470723aac2a6232f3c7ed7475b0b580473a9145829457", size = 86896, upload-time = "2025-09-20T14:44:39.157Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/cc/38b6f87170908bd8aaf9e412b021d17e85f690abe00edf50192f1a4566b9/billiard-4.2.3-py3-none-any.whl", hash = "sha256:989e9b688e3abf153f307b68a1328dfacfb954e30a4f920005654e276c69236b", size = 87042, upload-time = "2025-11-16T17:47:29.005Z" },
 ]
 
 [[package]]
@@ -1360,6 +1360,7 @@ dependencies = [
     { name = "djangorestframework-stubs" },
     { name = "djangorestframework-xml" },
     { name = "djangorestframework-yaml" },
+    { name = "docutils" },
     { name = "drf-spectacular", extra = ["sidecar"] },
     { name = "drf-spectacular-websocket" },
     { name = "elasticsearch-dsl" },
@@ -1467,6 +1468,7 @@ requires-dist = [
     { name = "djangorestframework-stubs", specifier = "==3.16.5" },
     { name = "djangorestframework-xml", specifier = "==2.0.0" },
     { name = "djangorestframework-yaml", specifier = "==2.0.0" },
+    { name = "docutils", specifier = ">=0.21.2" },
     { name = "drf-spectacular", extras = ["sidecar"], specifier = "==0.29.0" },
     { name = "drf-spectacular-websocket", specifier = ">=1.3.1" },
     { name = "elasticsearch-dsl", specifier = "==8.18.0" },
@@ -2599,43 +2601,43 @@ wheels = [
 
 [[package]]
 name = "numpy"
-version = "2.3.4"
+version = "2.3.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b5/f4/098d2270d52b41f1bd7db9fc288aaa0400cb48c2a3e2af6fa365d9720947/numpy-2.3.4.tar.gz", hash = "sha256:a7d018bfedb375a8d979ac758b120ba846a7fe764911a64465fd87b8729f4a6a", size = 20582187, upload-time = "2025-10-15T16:18:11.77Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/76/65/21b3bc86aac7b8f2862db1e808f1ea22b028e30a225a34a5ede9bf8678f2/numpy-2.3.5.tar.gz", hash = "sha256:784db1dcdab56bf0517743e746dfb0f885fc68d948aba86eeec2cba234bdf1c0", size = 20584950, upload-time = "2025-11-16T22:52:42.067Z" }
 wheels = [
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