I'm not technical. Can I work with iDev?

Absolutely. Most of our clients are non-technical. Just tell us what you want the end result to look like — we handle all the technical details.

How much does it cost to hire iDev?

We quote individually based on project scope and complexity. Initial consultation is completely free — we give you a clear quote after understanding your needs. No fit, no charge.

How big is the iDev team?

A few core members, each capable of delivering full-stack independently. We flexibly assign people based on project scale and can run multiple projects simultaneously.

What happens after project delivery?

We provide complete code and documentation at handover. For ongoing feature development or maintenance, we offer monthly or per-project arrangements. Most clients choose long-term collaboration.

What if I'm not satisfied with the project midway?

We confirm with you at every stage before moving forward. If the direction is off, we adjust immediately. If it truly can't continue, completed work is settled normally and all code is yours.

我完全不懂技术，能合作吗？

当然可以。我们的大部分客户都不是技术背景。你只需要告诉我们你想要什么效果，技术实现的事情完全由我们来处理。

费用大概是多少？

根据项目复杂度和功能范围单独报价。初次沟通完全免费，我们会在了解需求后给出明确报价，合适再开始，不合适不收费。

团队有几个人？

核心团队几个人，都是能独立交付的全栈开发者。根据项目规模灵活安排人手，可以同时推进多个项目，不用等排期。

项目做完以后怎么维护？

交付时会提供完整的代码和文档。后续如果需要功能迭代或维护，可以按月或按次合作。大部分客户选择了长期合作。

做到一半不满意怎么办？

每个阶段交付前都会和你确认。如果方向不对，我们及时调整。如果实在无法继续，已完成的部分正常结算，代码归你。

iDev Analytics Dashboard v2 全新升级：AI 驱动的智能数据分析平台

iDev Analytics Dashboard v2 Major Upgrade: AI-Powered Intelligent Data Analytics Platform

| iDev PR | 2026-08-28T09:20:19

iDev Analytics Dashboard 迎来 v2 重大版本升级，新增 AI 智能分析助手、自然语言查询、自动化报表和实时协作等核心功能，全面提升数据分析体验。

iDev Analytics Dashboard receives a major v2 upgrade, featuring new AI analytics assistant, natural language querying, automated reporting, and real-time collaboration capabilities, comprehensively enhancing the data analytics experience.

v2 升级亮点iDev Analytics Dashboard v2 是一次全面的产品升级，不仅在功能层面引入了多项创新能力，还在架构层面进行了重构，以支持更大规模的数据处理和更灵活的部署方式。AI 智能分析助手v2 最大的亮点是内置的 AI 智能分析助手。用户可以通过自然语言向系统提问，AI 会自动理解意图、编写查询、生成图表并给出分析洞察：自然语言查询：输入「上个月各渠道的用户转化率对比」，系统自动生成对应的数据查询和可视化图表异常检测：AI 自动扫描数据指标，主动发现异常波动并推送提醒归因分析：当某个指标出现显著变化时，AI 自动分析可能的原因并生成归因报告实时协作v2 引入了类似 Google Docs 的实时协作功能。团队成员可以同时编辑同一个仪表盘，看到彼此的光标位置和编辑操作。支持在图表上添加评论和标注，方便团队内的数据讨论和决策沟通。自动化报表新增的自动化报表功能支持定时生成和分发数据报告。用户可以设置报表模板、数据范围和分发规则，系统按预设时间自动生成PDF或HTML格式的报告，并通过邮件或企业消息工具推送给相关人员。升级与迁移从 v1 升级到 v2 提供了平滑的迁移路径。现有的仪表盘配置和数据源连接将自动迁移，用户无需重新配置。v2 同时支持 MySQL、PostgreSQL、ClickHouse 和 BigQuery 等主流数据源，新增了对 Apache Doris 和 StarRocks 的原生支持。

v2 Upgrade HighlightsiDev Analytics Dashboard v2 is a comprehensive product upgrade, introducing innovative capabilities at the feature level while also restructuring the architecture to support larger-scale data processing and more flexible deployment options.AI Analytics AssistantThe biggest highlight of v2 is the built-in AI analytics assistant. Users can ask questions in natural language, and the AI automatically understands intent, writes queries, generates charts, and provides analytical insights:Natural Language Query: Type 'Compare user conversion rates across channels last month,' and the system automatically generates the corresponding data query and visualizationAnomaly Detection: AI automatically scans data metrics, proactively discovering abnormal fluctuations and sending alertsAttribution Analysis: When a metric shows significant change, AI automatically analyzes possible causes and generates attribution reportsReal-Time Collaborationv2 introduces Google Docs-like real-time collaboration features. Team members can simultaneously edit the same dashboard, seeing each other's cursor positions and edit operations. Support for adding comments and annotations on charts facilitates data discussion and decision-making communication within teams.Automated ReportingThe new automated reporting feature supports scheduled generation and distribution of data reports. Users can set report templates, data ranges, and distribution rules, and the system automatically generates PDF or HTML format reports at preset times, pushing them to relevant personnel via email or enterprise messaging tools.Upgrade and MigrationUpgrading from v1 to v2 provides a smooth migration path. Existing dashboard configurations and data source connections are automatically migrated without reconfiguration. v2 supports mainstream data sources including MySQL, PostgreSQL, ClickHouse, and BigQuery, with newly added native support for Apache Doris and StarRocks.

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