Error code:   ConfigNamesError
Exception:    AttributeError
Message:      'str' object has no attribute 'items'
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 690, in get_module
                  config_name: DatasetInfo.from_dict(dataset_info_dict)
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 284, in from_dict
                  return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names})
                                                 ^^^^^^^^^^^^^^^^^^^^^^^
              AttributeError: 'str' object has no attribute 'items'

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Italy Business Email List — Market Intelligence Dataset

1,000,000 verified Italy contacts are available from LeadsBlue →. This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Italy segment.

At a glance: This dataset provides aggregated market-intelligence on the Italy Business Email List segment — real business-population statistics, cold-email performance benchmarks, and compliance context compiled by LeadsBlue Research.

Key figures

Metric	Value
Verified contacts in segment	1,000,000
Typical email open rate	15-22%
Typical email reply rate	2-4.5%
Best send days	Tuesday, Wednesday, Thursday
Best send time (local)	09:00-12:00 CET
Geography	Italy
Industry verticals benchmarked	14
License	CC BY 4.0

📥 Get the full Italy Business Email List — individual verified business records, ready to use: Download from LeadsBlue →

Market overview

Italy is the EU's 3rd largest economy with approximately 4.4 million registered businesses — one of the highest ratios of companies to population in Europe. Italy's B2B landscape is dominated by the industrial districts of northern Italy: Lombardy (Milan) for fashion, finance, and services; the Veneto for luxury goods manufacturing; Emilia-Romagna for automotive engineering (Ferrari, Lamborghini, Maserati, Ducati) and food production (Parma ham, Parmigiano-Reggiano). The 'Third Italy' (north-east and centre) is characterised by thousands of specialist SMEs — family-owned companies that hold global leadership in highly specific niches.

Primary business hubs: Milan (finance, fashion, tech), Rome, Turin (automotive), Bologna, Florence (fashion, luxury).

Outreach benchmarks & strategy

Italian B2B cold email in Italian outperforms English significantly for domestically-oriented companies; English is fine for Milan's financial and international business community. Italian executives respond to references to quality, craftsmanship, and heritage — these are not marketing words in Italy, they are genuine business values. Decision cycles are longer than Northern European markets and often require building trust through multiple interactions. Milan's fashion and finance sectors are more internationally oriented and respond better to direct outreach than traditional manufacturing SMEs.

Files in this dataset

File	Contents
`data/market_overview.csv`	Segment-level metrics: contact volume, benchmark rates, send timing
`data/industry_benchmarks.csv`	Open/reply benchmarks across 14 industry verticals
`data/compliance.csv`	Regulatory framework, business culture, decision-maker profile, hubs

Methodology

All numbers are segment-level aggregates from LeadsBlue's data operations and public baselines. The dataset is intentionally aggregate-only and contains no personally identifiable information.

How to cite

LeadsBlue Research. (2026). Italy Business Email List — Market Intelligence Dataset. Derived from the B2B Cold Email Benchmark Report 2026 (https://doi.org/10.5281/zenodo.20136256). CC BY 4.0. Source: https://leadsblue.com

@dataset{leadsblue_italy_business_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Italy Business Email List -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/italy-business-email-leads-database/}
}

Source & full dataset

This aggregate dataset is published by LeadsBlue Research. The full verified business email list — with individual business contact records — is available at Italy Business Email List.

Related resources: Benchmark report (Zenodo) · Research hub · Interactive tools

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