diff --git a/frappe/core/doctype/data_import/importer_new.py b/frappe/core/doctype/data_import/importer_new.py
index 2674ae24d0..3cf798663a 100644
--- a/frappe/core/doctype/data_import/importer_new.py
+++ b/frappe/core/doctype/data_import/importer_new.py
@@ -27,7 +27,7 @@ class Importer:
 	def __init__(self, doctype, data_import=None, file_path=None, content=None):
 		self.doctype = doctype
 		self.template_options = frappe._dict(
-			{"remap_column": {}, "skip_import": [], "edited_rows": []}
+			{"remap_column": {}, "edited_rows": []}
 		)
 
 		if data_import:
@@ -164,7 +164,6 @@ class Importer:
 
 	def parse_fields_from_header_row(self):
 		remap_column = self.template_options.remap_column
-		skip_import = self.template_options.skip_import
 		fields = []
 		warnings = []
 
@@ -173,8 +172,8 @@ class Importer:
 		for i, header_title in enumerate(self.header_row):
 			header_row_index = str(i)
 			column_number = str(i + 1)
-			if remap_column.get(header_row_index):
-				fieldname = remap_column.get(header_row_index)
+			fieldname = remap_column.get(header_row_index)
+			if fieldname and fieldname != "Don't Import":
 				df = df_by_labels_and_fieldnames.get(fieldname)
 				warnings.append(
 					{
@@ -194,7 +193,7 @@ class Importer:
 				field.header_title = header_title
 				field.skip_import = False
 
-			if i in skip_import:
+			if fieldname == "Don't Import":
 				field.skip_import = True
 				warnings.append(
 					{
diff --git a/frappe/core/doctype/data_import_beta/data_import_beta.js b/frappe/core/doctype/data_import_beta/data_import_beta.js
index 631f645b9c..3fe21a2ae6 100644
--- a/frappe/core/doctype/data_import_beta/data_import_beta.js
+++ b/frappe/core/doctype/data_import_beta/data_import_beta.js
@@ -197,36 +197,10 @@ frappe.ui.form.on('Data Import Beta', {
 						let template_options = JSON.parse(frm.doc.template_options || '{}');
 						template_options.remap_column = template_options.remap_column || {};
 						Object.assign(template_options.remap_column, changed_map);
-
-						// if the column is remapped, remove it from skip_import
-						if (template_options.skip_import) {
-							template_options.skip_import = template_options.skip_import.filter(
-								d => !Object.keys(template_options.remap_column).includes(cstr(d))
-							);
-						}
 						frm.set_value('template_options', JSON.stringify(template_options));
 						frm.save().then(() => frm.trigger('import_file'));
 					},
 
-					skip_import(header_row_index) {
-						let template_options = JSON.parse(frm.doc.template_options || '{}');
-						template_options.skip_import = template_options.skip_import || [];
-						if (!template_options.skip_import.includes(header_row_index)) {
-							template_options.skip_import.push(header_row_index);
-						}
-						// if column is being skipped, remove it from remap_column
-						if (
-							template_options.remap_column &&
-							template_options.remap_column[header_row_index]
-						) {
-							delete template_options.remap_column[header_row_index];
-						}
-						frm.set_value('template_options', JSON.stringify(template_options));
-						frm.save().then(() => {
-							frm.trigger('import_file');
-						});
-					},
-
 					export_errored_rows() {
 						open_url_post('/api/method/frappe.core.doctype.data_import_beta.data_import_beta.download_errored_template', {
 							data_import_name: frm.doc.name
diff --git a/frappe/core/doctype/data_import_beta/data_import_beta.py b/frappe/core/doctype/data_import_beta/data_import_beta.py
index 76fc608b42..e169ee06ac 100644
--- a/frappe/core/doctype/data_import_beta/data_import_beta.py
+++ b/frappe/core/doctype/data_import_beta/data_import_beta.py
@@ -34,7 +34,7 @@ class DataImportBeta(Document):
 
 	def start_import(self):
 		if frappe.utils.scheduler.is_scheduler_inactive():
-			frappe.throw(_("Scheduler is inactive. Cannot import data."), title=_("Error"))
+			frappe.throw(_("Scheduler is inactive. Cannot import data."), title=_("Scheduler Inactive"))
 
 		enqueued_jobs = [d.get("job_name") for d in get_info()]
 
@@ -46,7 +46,7 @@ class DataImportBeta(Document):
 				event="data_import",
 				job_name=self.name,
 				data_import=self.name,
-				# now=True
+				now=True
 			)
 
 	def get_importer(self):
diff --git a/frappe/public/js/frappe/data_import/import_preview.js b/frappe/public/js/frappe/data_import/import_preview.js
index 8986c4260d..feb67d55c9 100644
--- a/frappe/public/js/frappe/data_import/import_preview.js
+++ b/frappe/public/js/frappe/data_import/import_preview.js
@@ -249,31 +249,27 @@ frappe.data_import.ImportPreview = class ImportPreview {
 			}
 			return [
 				{
-					label: __('Column {0}', [i]),
+					label: '',
 					fieldtype: 'Data',
 					default: df.header_title,
 					fieldname: `Column ${i}`,
 					read_only: 1
 				},
-				{
-					fieldtype: 'Button',
-					label: 'Skip Column',
-					fieldname: 'skip_' + i,
-					click: () => {
-						let header_row_index = i - 1;
-						this.events.skip_import(header_row_index);
-					}
-				},
 				{
 					fieldtype: 'Column Break'
 				},
 				{
 					fieldtype: 'Autocomplete',
 					fieldname: i,
-					label: __('Select field'),
+					label: '',
 					max_items: Infinity,
-					options: column_picker_fields.get_fields_as_options(),
-					default: fieldname,
+					options: [
+						{
+							label: __("Don't Import"),
+							value: "Don't Import"
+						}
+					].concat(column_picker_fields.get_fields_as_options()),
+					default: fieldname || "Don't Import",
 					change() {
 						changed.push(i);
 					}
@@ -285,8 +281,24 @@ frappe.data_import.ImportPreview = class ImportPreview {
 		});
 		// flatten the array
 		fields = fields.reduce((acc, curr) => [...acc, ...curr]);
+		let file_name = (this.frm.doc.import_file || '').split('/').pop();
+		fields = [
+			{
+				fieldtype: 'HTML',
+				fieldname: 'heading',
+				options: `
+					<div class="margin-top text-muted">
+					${__('Map columns from {0} to fields in {1}', [file_name.bold(), this.doctype.bold()])}
+					</div>
+				`
+			},
+			{
+				fieldtype: 'Section Break'
+			}
+		].concat(fields);
+
 		let dialog = new frappe.ui.Dialog({
-			title: __('Column Mapper'),
+			title: __('Map Columns'),
 			fields,
 			primary_action: (values) => {
 				let changed_map = {};
@@ -300,37 +312,10 @@ frappe.data_import.ImportPreview = class ImportPreview {
 				dialog.hide();
 			}
 		});
+		dialog.$body.addClass('map-columns');
 		dialog.show();
 	}
 
-	remap_column(col) {
-		let column_picker_fields = new ColumnPickerFields({
-			doctype: this.doctype
-		});
-		let dialog = new frappe.ui.Dialog({
-			title: __('Remap Column: {0}', [col.name]),
-			fields: [
-				{
-					fieldtype: 'Autocomplete',
-					fieldname: 'fieldname',
-					label: __('Select field'),
-					max_items: Infinity,
-					options: column_picker_fields.get_fields_as_options()
-				}
-			],
-			primary_action: ({ fieldname }) => {
-				if (!fieldname) return;
-				this.events.remap_column(col.header_row_index, fieldname);
-				dialog.hide();
-			}
-		});
-		dialog.show();
-	}
-
-	skip_import(col) {
-		this.events.skip_import(col.header_row_index);
-	}
-
 	is_row_imported(row) {
 		let serial_no = row[0].content;
 		return this.import_log.find(log => {
diff --git a/frappe/public/less/form.less b/frappe/public/less/form.less
index fb8b9c3d49..77fe4b8f17 100644
--- a/frappe/public/less/form.less
+++ b/frappe/public/less/form.less
@@ -984,3 +984,11 @@ body[data-route^="Form/Communication"] textarea[data-fieldname="subject"] {
 .followed-by-label{
 	margin-top: 30px;
 }
+
+.map-columns .form-section {
+	padding: 0 7px 7px;
+}
+
+.map-columns .form-section:first-child {
+	padding-top: 7px;
+}